{
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "import math \n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# fix_yahoo_finance is used to fetch data \n",
        "import fix_yahoo_finance as yf\n",
        "yf.pdr_override()"
      ],
      "outputs": [],
      "execution_count": 1,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# input\n",
        "symbol = 'AMD'\n",
        "start = '2007-01-01'\n",
        "end = '2019-01-01'\n",
        "\n",
        "# Read data \n",
        "dataset = yf.download(symbol,start,end)\n",
        "\n",
        "# View Columns\n",
        "dataset.head()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[*********************100%***********************]  1 of 1 downloaded\n"
          ]
        },
        {
          "output_type": "execute_result",
          "execution_count": 2,
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2007-01-03</th>\n",
              "      <td>20.080000</td>\n",
              "      <td>20.400000</td>\n",
              "      <td>19.350000</td>\n",
              "      <td>19.520000</td>\n",
              "      <td>19.520000</td>\n",
              "      <td>28350300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-04</th>\n",
              "      <td>19.660000</td>\n",
              "      <td>19.860001</td>\n",
              "      <td>19.320000</td>\n",
              "      <td>19.790001</td>\n",
              "      <td>19.790001</td>\n",
              "      <td>23652500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-05</th>\n",
              "      <td>19.540001</td>\n",
              "      <td>19.910000</td>\n",
              "      <td>19.540001</td>\n",
              "      <td>19.709999</td>\n",
              "      <td>19.709999</td>\n",
              "      <td>15902400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-08</th>\n",
              "      <td>19.709999</td>\n",
              "      <td>19.860001</td>\n",
              "      <td>19.370001</td>\n",
              "      <td>19.469999</td>\n",
              "      <td>19.469999</td>\n",
              "      <td>15814800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-09</th>\n",
              "      <td>19.450001</td>\n",
              "      <td>19.709999</td>\n",
              "      <td>19.370001</td>\n",
              "      <td>19.650000</td>\n",
              "      <td>19.650000</td>\n",
              "      <td>14494200</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Open       High        Low      Close  Adj Close    Volume\n",
              "Date                                                                       \n",
              "2007-01-03  20.080000  20.400000  19.350000  19.520000  19.520000  28350300\n",
              "2007-01-04  19.660000  19.860001  19.320000  19.790001  19.790001  23652500\n",
              "2007-01-05  19.540001  19.910000  19.540001  19.709999  19.709999  15902400\n",
              "2007-01-08  19.709999  19.860001  19.370001  19.469999  19.469999  15814800\n",
              "2007-01-09  19.450001  19.709999  19.370001  19.650000  19.650000  14494200"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 2,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset['Open_Close'] = (dataset['Open'] - dataset['Adj Close'])/dataset['Open']\n",
        "dataset['High_Low'] = (dataset['High'] - dataset['Low'])/dataset['Low']\n",
        "dataset['Increase_Decrease'] = np.where(dataset['Volume'].shift(-1) > dataset['Volume'],1,0)\n",
        "dataset['Buy_Sell_on_Open'] = np.where(dataset['Open'].shift(-1) > dataset['Open'],1,0)\n",
        "dataset['Buy_Sell'] = np.where(dataset['Adj Close'].shift(-1) > dataset['Adj Close'],1,0)\n",
        "dataset['Returns'] = dataset['Adj Close'].pct_change()\n",
        "dataset = dataset.dropna()\n",
        "dataset.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 3,
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Open_Close</th>\n",
              "      <th>High_Low</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Returns</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2007-01-04</th>\n",
              "      <td>19.660000</td>\n",
              "      <td>19.860001</td>\n",
              "      <td>19.320000</td>\n",
              "      <td>19.790001</td>\n",
              "      <td>19.790001</td>\n",
              "      <td>23652500</td>\n",
              "      <td>-0.006612</td>\n",
              "      <td>0.027950</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.013832</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-05</th>\n",
              "      <td>19.540001</td>\n",
              "      <td>19.910000</td>\n",
              "      <td>19.540001</td>\n",
              "      <td>19.709999</td>\n",
              "      <td>19.709999</td>\n",
              "      <td>15902400</td>\n",
              "      <td>-0.008700</td>\n",
              "      <td>0.018935</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.004043</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-08</th>\n",
              "      <td>19.709999</td>\n",
              "      <td>19.860001</td>\n",
              "      <td>19.370001</td>\n",
              "      <td>19.469999</td>\n",
              "      <td>19.469999</td>\n",
              "      <td>15814800</td>\n",
              "      <td>0.012177</td>\n",
              "      <td>0.025297</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.012177</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-09</th>\n",
              "      <td>19.450001</td>\n",
              "      <td>19.709999</td>\n",
              "      <td>19.370001</td>\n",
              "      <td>19.650000</td>\n",
              "      <td>19.650000</td>\n",
              "      <td>14494200</td>\n",
              "      <td>-0.010283</td>\n",
              "      <td>0.017553</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.009245</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-10</th>\n",
              "      <td>19.639999</td>\n",
              "      <td>20.020000</td>\n",
              "      <td>19.500000</td>\n",
              "      <td>20.010000</td>\n",
              "      <td>20.010000</td>\n",
              "      <td>19783200</td>\n",
              "      <td>-0.018839</td>\n",
              "      <td>0.026667</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.018321</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Open       High        Low      Close  Adj Close    Volume  \\\n",
              "Date                                                                          \n",
              "2007-01-04  19.660000  19.860001  19.320000  19.790001  19.790001  23652500   \n",
              "2007-01-05  19.540001  19.910000  19.540001  19.709999  19.709999  15902400   \n",
              "2007-01-08  19.709999  19.860001  19.370001  19.469999  19.469999  15814800   \n",
              "2007-01-09  19.450001  19.709999  19.370001  19.650000  19.650000  14494200   \n",
              "2007-01-10  19.639999  20.020000  19.500000  20.010000  20.010000  19783200   \n",
              "\n",
              "            Open_Close  High_Low  Increase_Decrease  Buy_Sell_on_Open  \\\n",
              "Date                                                                    \n",
              "2007-01-04   -0.006612  0.027950                  0                 0   \n",
              "2007-01-05   -0.008700  0.018935                  0                 1   \n",
              "2007-01-08    0.012177  0.025297                  0                 0   \n",
              "2007-01-09   -0.010283  0.017553                  1                 1   \n",
              "2007-01-10   -0.018839  0.026667                  1                 1   \n",
              "\n",
              "            Buy_Sell   Returns  \n",
              "Date                            \n",
              "2007-01-04         0  0.013832  \n",
              "2007-01-05         0 -0.004043  \n",
              "2007-01-08         1 -0.012177  \n",
              "2007-01-09         1  0.009245  \n",
              "2007-01-10         1  0.018321  "
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 3,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset['High'].plot(figsize=(16,8))"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 4,
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x14b2ddd1ac8>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              "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\n"
            ],
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 4,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from pylab import rcParams\n",
        "import statsmodels.api as sm\n",
        "\n",
        "rcParams['figure.figsize'] = 11, 9\n",
        "decomposed_volume = sm.tsa.seasonal_decompose(dataset[\"High\"],freq=360) # The frequncy is annual\n",
        "figure = decomposed_volume.plot()\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              "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\n"
            ],
            "text/plain": [
              "<Figure size 792x648 with 4 Axes>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 5,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from statsmodels.tsa.stattools import adfuller\n",
        "\n",
        "# Augmented Dickey-Fuller test on volume of stock \n",
        "adf = adfuller(dataset[\"Volume\"])\n",
        "print(\"p-value of stock: {}\".format(float(adf[1])))"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "p-value of stock: 0.13082977813013869\n"
          ]
        }
      ],
      "execution_count": 6,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# The original non-stationary plot\n",
        "decomposed_volume.trend.plot()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 7,
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x14b30ad6ef0>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              "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\n"
            ],
            "text/plain": [
              "<Figure size 792x648 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 7,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# The new stationary plot\n",
        "decomposed_volume.trend.diff().plot()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 8,
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x14b308ef0b8>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              "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\n"
            ],
            "text/plain": [
              "<Figure size 792x648 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 8,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## ARMA models"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "from statsmodels.tsa.arima_model import ARMA\n",
        "\n",
        "# Predicting stock closing prices\n",
        "humid = ARMA(dataset[\"Adj Close\"].diff().iloc[1:].values, order=(1,0))\n",
        "res = humid.fit()\n",
        "res.plot_predict(start=900, end=1010)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              "iVBORw0KGgoAAAANSUhEUgAAApYAAAIMCAYAAABPD+wvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXmYHHd57/ut3qdn0TKjXbYlsA0WXsELCcEhwGUNJiG5IRwSAgEMOQkkIeGEnBBinHO5BE6SJyxhC2AOgWuwSRwbjDGbMZuFJdvIwvIuyxrJI2lmNFuvVd11/3jrV11dU8uvqqu6q3rez/Po6dF0T3d1V3XV9/d9N0XXdTAMwzAMwzBMr2QGvQEMwzAMwzDMcMDCkmEYhmEYhokEFpYMwzAMwzBMJLCwZBiGYRiGYSKBhSXDMAzDMAwTCSwsGYZhGIZhmEhgYckwDMMwDMNEAgtLhmEYhmEYJhJYWDIMwzAMwzCRwMKSYRiGYRiGiYTcoDfAjampKX3Xrl2D3gyGYRiGYZg1z/79+2d1Xd/k97jECstdu3Zh3759g94MhmEYhmGYNY+iKEdkHsehcIZhGIZhGCYSWFgyDMMwDMMwkcDCkmEYhmEYhomExOZYMgzDMAzDRIGqqpienka9Xh/0piSeUqmEnTt3Ip/Ph/p7FpYMwzAMwww109PTGB8fx65du6AoyqA3J7Houo65uTlMT09j9+7doZ6DQ+EMwzAMwww19Xodk5OTLCp9UBQFk5OTPTm7LCwZhmEYhhl6WFTK0evnxMKSYRiGYRgmZj7ykY/gvPPOw+tf//pBbwruu+8+3HrrrbE8N+dYMgzDMAzDxMy//uu/4pvf/KZU7qKmacjl4pNo9913H/bt24dXvOIVkT83O5YMwzAMwzAx8va3vx2PP/44rrrqKvzjP/4jfuM3fgMXXnghnvvc5+LAgQMAgGuuuQZXX301XvKSl+ANb3gDWq0W3v3ud+Oyyy7DhRdeiE996lPm833oQx/CBRdcgIsuugjvec97AACf+cxncNlll+Giiy7Cb/3Wb6FarQIAbrjhBpx//vm46KKLcOWVV6LZbOJ973sfvvKVr+Diiy/GV77ylUjfKzuWDMMwDMOsGd5/yy/wwPGlSJ9zz/YJ/N2rnuV6/yc/+Uncdttt+P73v4/3v//9uOSSS3DTTTfhe9/7Ht7whjfgvvvuAwDs378fP/rRjzAyMoJPf/rTWLduHe6++240Gg0873nPw0te8hI8+OCDuOmmm7B3716Uy2XMz88DAF7zmtfgrW99KwDgve99Lz772c/iHe94B6699lp861vfwo4dO7CwsIBCoYBrr70W+/btw8c+9rFIPweAhSXDMAzDMEzf+NGPfoSvfe1rAIAXvvCFmJubw+LiIgDgqquuwsjICADg9ttvx4EDB3DjjTcCABYXF/HII4/gO9/5Dt70pjehXC4DADZu3AgAOHjwIN773vdiYWEBKysreOlLXwoAeN7znoc3vvGN+J3f+R285jWvif39sbBkGIZhGGbN4OUs9gNd11f9TlRij46Odj3uox/9qCkQBbfddptj5fYb3/hG3HTTTbjoootw3XXX4Y477gBAbunevXvxjW98AxdffLHpjsYF51gyDMMwDMP0iSuvvBJf+tKXAAB33HEHpqamMDExsepxL33pS/GJT3wCqqoCAB5++GFUKhW85CUvwec+9zkzh1KEwpeXl7Ft2zaoqmo+PwA89thjuOKKK3DttddiamoKR48exfj4OJaXl2N5f+xYMgzDMAzD9IlrrrkGb3rTm3DhhReiXC7jC1/4guPj3vKWt+CJJ57As5/9bOi6jk2bNuGmm27Cy172Mtx333249NJLUSgU8IpXvAIf+MAH8Pd///e44oorcNZZZ+GCCy4wheO73/1uPPLII9B1HS960Ytw0UUX4cwzz8QHP/hBXHzxxfjrv/5rvPa1r43s/SlOlmwSuPTSS/V9+/YNejMYhmEYhkk5hw4dwnnnnTfozUgNTp+Xoij7dV2/1O9vORTOMAzDMAzDRAILS4ZhGIZhGCYSWFgyDMMwDMMwkcDCkmGGiZvfAfzko4PeCoZhGGaNwsKSYYaJx+4AnvjxoLeCYRiGWaOwsGSYYUKtAM2VQW8FwzAMs0ZhYckww0SzCjTiaXrLMAzDMH6wsGSYYaHdBrQa0KwMeksYhmGYNQoLS4YZFlQa78WhcIZhmGTxt3/7t/iXf/kX8/9/8zd/g4985CMD3KL44JGODDMsCGHZYGHJMAzjyjffA8zcH+1zbr0AePkHXe9+85vfjNe85jX40z/9U7TbbVx//fX42c9+Fu02JAQWlgwzLIgQeHMF0HVAUQa7PQzDMAwAYNeuXZicnMS9996LEydO4JJLLsHk5OSgNysWWFgyzLAgHEvo9HNhdKCbwzAMk0g8nMU4ectb3oLrrrsOMzMz+MM//MOBbEM/4BxLhhkWmtXOzxwOZxiGSRS/+Zu/idtuuw133303XvrSlw56c2KDHUuGGRZUSzV4cwXAloFtCsMwDNNNoVDAr/3ar2H9+vXIZrOD3pzYYGHJMMOC1bHkynCGYZhE0W63cdddd+GGG24Y9KbECofCGWZYUDkUzjAMk0QeeOABnH322XjRi16Ec845Z9CbEyvsWDLMsNC0h8IZhmGYJLBnzx48/vjjg96MvhCJY6koyssURXlIUZRHFUV5j8fjfltRFF1RlEujeF2GYSx0OZY81pFhGIbpPz0LS0VRsgA+DuDlAPYAeJ2iKHscHjcO4J0A9vb6mgzDONDlWPJYR4ZhGCu6rg96E1JBr59TFI7l5QAe1XX9cV3XmwCuB/Bqh8f9PYAPAahH8JoMw9hRuXiHYRjGiVKphLm5ORaXPui6jrm5OZRKpdDPEUWO5Q4ARy3/nwZwhfUBiqJcAuAMXde/rijKX0bwmgzD2GlWgfwotR3i4h2GYRiTnTt3Ynp6GqdOnRr0piSeUqmEnTt3hv77KISl09w4c0mgKEoGwD8DeKPvEynK1QCuBoAzzzwzgk1jmDWEWgGK44DeYseSYRjGQj6fx+7duwe9GWuCKELh0wDOsPx/J4Djlv+PAzgfwB2KojwB4LkAbnYq4NF1/dO6rl+q6/qlmzZtimDTGGYN0awChTJQGGNhyTAMwwyEKBzLuwGcoyjKbgDHAPwugP8m7tR1fRHAlPi/oih3APhLXdf3RfDaDMMImhUKhettDoUzDMMwA6Fnx1LXdQ3AnwD4FoBDAL6q6/ovFEW5VlGUq3p9foZhJFErhmM5zo4lwzAMMxAiaZCu6/qtAG61/e59Lo99QRSvyTCMjWaVciyhsLBkGIZhBgKPdGSYYUGtAoVRoDjGoXCGYRhmILCwZJhhoVkB8ly8wzAMwwwOnhXOMMOCalSFtwrsWDIMwzADgYUlwwwLokF6rsUjHRmGYZiBwMKSYYYBXe84lroONJfpVnGaX8AwDMMw8cDCkmGGAbUGQKccS0WhXpZqjYQmwzAMw/QJLt5hmGFArdJtYZSKdwAOhzMMwzB9h4Ulw+g68K2/AU49POgtCY8QkaIqHKBwOJN+HroNuPvfBr0VDMMwUrCwZJjaaeCnHwMeutX/sUnFdCzL1McS4MrwYeHeLwI//figt4JhGEYKzrFkGK1Ot0KcpZGmse35USBXNH7HwnIo0OqA1hz0VjAMw0jBwpJhhLBMc06iamx7oQzkRujnNL8fpoNa7xyjDMMwCYdD4QyjNeg2zQ6f1bE0Q+GcYzkUaLXOMZoWnrwLqC0MeisYhhkALCwZZtgcS7N4J8VCmemg1oFWioSl1gCueyWw/7pBbwnDMAOAhSXDmI5lioWl6ViWqeUQkO73w3TQakCrCbTbg94SORrLQFsD6uxYMsxahIUlw5iOZYodPmsfy+I4/cxV4cOBahyfaXEtRQqGWhvsdjAMMxBYWDKM6VimuSrc0scymweyRe5jOSxohkBLS56lWKCxY84waxIWlgwzFDmWVQAKkDcqwotj7FgOC8KxTI2wNL5H7FgyzJqEhSXDiB6BaRaWzWpnTjhAIfE0vx+G0HWLY5mSlkNiQcPCkmHWJCwsGWYociwrVBEuKIyn+/0whNWlbKWkSbpIwVB5YcMwaxEWlgwzDKHwZrVTDQ4YoXDOsUw9msX1S4tjyaFwhlnTsLBkGOEKtRpASxvstoRFrVJzdEFhLN1CmSFUi5hMS46lGQpPcTEcwzChYWHJMFYnKK3hu6Y9FD7KofBhoMuxTImwFKHwNHdZYBgmNCwsGcZ6wU6ry6caxTuC4jhXhQ8DXY5lSkLhXLzDMGsaFpYMY71gp1VY2nMsC2Pcx3IYSKVjKXIs2bFkmLUIC0uG6XIsU+ryqZVux1K0G9L14M/10G3sdiYF67GZFseyyTmWDLOWYWHJMK0hCIU3q905lsUxmtcc1OVaOQn8f68FfvGf0W4fEw5rODkt7YZEN4JWM73FcAzDhIaFJcN0OZYpdVlWVYUb88KDOrBCFKRVYA8bWgpzLK3HjsZ5lgyz1mBhyTBaHYAxsSaNoXBdX10VXhyj26C9LK2tl5jBo6Yxx9LyHUrrQo1hmNCwsGQYrQGMrKef0+jUtZqA3lqdYwkEfz/CFUtL2HXY0VLcxxLgPEuGWYOwsGQYrQ6UJ+nnNApLsc32qnAguAMrhIzGwjIRpNWxFIscbjnEMGsOFpYMozWAkY30cxpD4cIVsvexBIJXd7NjmSxSmWO5Aoxuop/ZsWSYNQcLS4bR6iTEMrl0XghFHluXYylC4UGFpcixZGGZCESD9Ew+PXmvjRVgbDP9nMbvE8MwPcHCkmG0BpAf6fR+TBtiDGVXjmWvofCUiJhhR6sBSoaOzTTsE60BtFVgVAhLDoUzzFqDhSXDaA0gWzCm1aQwFG46lhGEwlUOhScKtQ7kRmjhk4ZQuDjexoxQeBoXagzD9AQLS4bRGkCulGLHUuRYOhXvBG03xMIyUWg1IF+ihU8aCqrEwowdS4ZZs7CwZBitDuSK6RWWZlW4xbHMFSgvL3C7Ic6xTBTCscyV0uFYCmHJOZYMs2ZhYckwwrHMp1RYOlWFA9QkPWxVeBrcsbWAcCxzxXTkWIrjjavCGWbNwsKSYYbGsRzt/n1hPHzxTloqkIcd07EspmOfrHIsORQeiMfvAOYeG/RWMMNGbQG478tAu9WXl2NhyaxtdJ0u2EORY+ngWIYWluxYJgLTsSylw7EUx1txAsgW2bEMyn++HfjJRwe9FcwwMXM/8OkXADf9ES1c+gALS2ZtIy7WqXYsXYRlYTREKNz4PDgUngzUOonKXDEdOZbieCuOUc4vzwoPRmMlnecgJpnc92Xg314MVOfp/5VTfXlZFpbM2kZcrHMlo91QCk/qaoXCpRnb1zlM+yQRukxD2HUtoNWo1VDaHMvCGC10OBQeDK1O+5xhekGtA7f8KbmUOy8D3vo9+n1lti8vn+vLqzBMUhEh31zBcFhWKDyuKIPdriA0q90V4YLiGLA8E+y5zKpwtfftYnpHFJZlcikUliMcCg9Cu0XN5dUUONNMcll4EvjqG4Dj9wK/8ufAr70XyGTpHFKd68smsLBk1jZdjuUooLeMSTylwW5XEJqV7h6WgjAOLE/eSRaq4Vgq2XTsk8YKXcByRcOxZGEpjfndY2HJ9MB/vp0KwH73y8AzX9n5fXkSqPbHseRQOLO2MXMsS52m4mm7GKoVZ8eyMBaiQTr3sUwUWspyLJsrtEBTFBaWQRHfPU4fYHph4SjwjFd0i0oAKE8Blf44liwsmbWN6VgWO+160jbWsVldXbgDhOxjKXIsWVgmArVu5FimpN1QY4XaXAG02GGRJI/4rNKwgGCSS3O5M9LXyuhk30LhLCyZtU2XYymEZcoKeNTq6h6WADmWbTVYhbdZFZ4CEbMW0GoWxzIF+6S5QgsagBY7XBUujxCULMaZXmhYvoNWOBTOMH2iy7EU87VTJiybFWfH0nw/AVxLs48lF+8MnHaLnOO8ZaSjrod7rlv+DHjgv6LdPieaK53jjot3gsE5lkyvaA0yEwpOwnKqb1XhLCyZtY21eEeIs7SFwlWPqnAAaATIszRzLFPgjg071mMzW6Cfwwj+dhu45//0pzlyY6XjnnO7oWCwY8n0ijjXO4bCp4D6AtDSYt8MFpbM2sbeIB1IX/iuWXWvCgeCCWXVkmMZ1h1jokG0nRGOJRDOzarOUreDfuTNNiudixoX7wRDZceS6REvYVmepNvafOybwcKSWdsIYZlNcShcrbjnWALB3o81j4/D4YNFFFLlivQPCJdnKXqZ9mN/Npc5FB4Wq2PJizomDNY+snaEsOxDOJyFJbO2cXQsUxYK92qQDgQMhVvcEg6HDxbhYOVGOsIyzD4xhWUfHEtr4UChDLQ1XqDIYn73dO7KwITDOlLVzugU3fahMpyFJbO2sTdIB9LlWLZUStaOKhSu1anBtXhuZnAIxzJfsoTCQwjLlX46lrYcSyBd36dBYl3UcZ4lEwbTsfQIhfehMpyFJbO2cXQsU3QhFNvq5VgGCoXXgeKE8TM7lgPFybEMk3+3fIJu4xaWWpOcNnFRy4/QLYskOayjHDnPkglDY4luHdsNGY4lh8IZJmasjmUmS7dpCoWLHDavdkOyTdJbGoUuS4aw5FD4YHF0LMMIy6foNu7watMWhhMuOudZysGOJdMrZijcybHcSLfV+It3eFY4s7axOpYAuZZpuhCKCnbP4h3JHEshJIVjyaHwwWJ1LNst+jlIs3vBSp8cSzMMJ0LhwrFM0fdpkGjsWDI94lW8k80DpXV9CYWzsGTWNlodyOTJrQToopimULhqbKuTY5krUr6krGMphExpHd1yKHywWB3LttF7LtGOpUjLsEzeAdh9k4UdS6ZXGh7CEuhbk3QWlszaRmt0wowAfSHTFAo3HUsHYakoxvuRFMriwmY6llyZOlCsjqVwG0O1GxKOZcz70x6GE8ckO5ZydOVY8qKOCUFjic4XWRdpNzrFVeEMEzutBpArdP6fWsfSIRQOBBPKQliWWFgmgq4cy5DthtrtTlV4O+aJGyLlwtrHEkjfwIFB0RUKZ8eSCUFzxTm/UlCeZGHJMLGj1bsdy3w5XcLSy7EEqJBCto+lZsuxZNdksJj5vyPh2w3V5juCsl+Opb3dEDuWcnSFwjnHkgmBtY+sE+VJrgpnmNjRGh03CDAcvhRdCL2qwoGAjqXhkpS4eCcRqA6OZdAcS9EcPVfqX45lkXMsQ8GOJdMrzRX3/EqgEwqPebITC0tmbWN3LAujKcuxFAUTbqHwAKF907E0QincbmiwaJYcy2zIkY5CWK47o49V4ZZZ4QA7lrKodUDJdn5mmKA0lv1D4W210+8yJlhYMmubVY5l2nIsfRzL4rh8VbhmqwrnHMvBotaAbAHIZMLPChf5levP7EMo3Ei5KNpyLFlYyqHVgZH1xs/sWDIh8BWW/WmSzsKSWds4OpYpEpZefSwBIxQumWOp2qrCw/RMZKJDq5NbCYRvkC5aDa3vk2OpZDrbypN3gqHVgZIhLNmxZMIgEwoHYi/gYWHJrG2cHEu1QtW0aUCtUJhU9OG0U+yl3RCHwgeKWqP8SoCaGwPBXcflEyRWCmN9EJYVCoMrCv1fUdJXDDdItDowssH4mcU4EwLf4h0xfYeFJcPEh5NjCaQnfNesuleEA/R+pEPhhpDkdkPJwHpsKgr9HMaxHN9KIfV+VIXbL2r5EXYsZVHr9PkpWXYsmXD4OZYcCmeYPqA16KIrSJuwVKvuPSwBcpBaDTm3yu5Ycih8sKi1TjgZIGc9cI7lCWBsCx3jbTXeatDm8uqUjPwoC0tZxEIizAKCYVoaXQ+8cizNUDgLS4aJD6fJO0B6KsObFW/HUjhIMr0sVzVI51D4QLG76aEcyxPA+DZLKD3GcHizstotyY90mvgz3oj9nS+xGGeC07RNvnIiX6ZjjEPhDBMjTjmWQHrywtSqe0U4YBHKEu9nVY4l97EcKGqtW1hmi8FcZF2nqvDxLR1Xvh3jPuVQeG+YjuUIO5ZMcJo+c8IBSqkpTwEVFpYMEx9uOZZpEZbNqntFOGB5PxIOrAiz5stU3cuTdwaLVu8U7wBGKDyA4KidprzKLscyxvSG5kqnh6WgwKFwaVRjf7NjyYRB5NJ7Fe8AwOgkh8IZJlbsjmU+gBBLAmrF27EUYRGZAh6t3umbmC1y8c6gUS3thgAjFB5A7ItWQ2Nb+hMKbzjlWI6kZ5E2aERaDjuWTBhEupN9cWenD/PCWVgyaxtXxzIlxTu+VeEBckatQibXhypixhutZnMsC8HyXsXUnfFtnVB4rI5lhUPhvcA5lkwviH7FXjmWgBEKZ8eSYeKhpQF6K92hcN+q8CCh8HrHvc0WOBQ+aHp2LIWw3NInYenQ6iQ/mp4OC4Ok3aZFA1eFM2GRDoVPsWPJMLFhzmK2Fu8Ma1W4ZI6lENnZIhfvDJpVjmXAHEsxznFsqyUUrkW3fVZaGm2b3S3Jj7CwlEE40flSPC7vPV8EvvJ70T4nkyxkincAapLeXIm1VyoLS2btItyfoa4KNy70Uo6lbdILtxsaLHbHMhuwj+XyDFBcRwuPTMzFOyIMtyrHssxhXRnEZxSXY3n0LuDh26N9TiZZNCTaDQGdJukxupYsLJm1S8tBWOZHACjpEJbtFl2AvKrCiwEcWGshU46LdwaKrrs4lgGF5fhW+jnuULj4vtjdkkKZFj9xNmYfBsxFruFYRi0s1Rqd71jkDy+NJbr1E5Z9aJLOwpJZu5ihcMvFW1FIqKVBWIoQo5djmStR6yDZqnAzFF7gyTuDpK0BetshxzJIKPwE5VcC8VeFu+V35UfofXC+rjeazbGMOkwpihFrp6N9XiY5NFcoMmE1SpwoT9ItO5bMwLn/RuDJuwa9FdHiFAoHjN57KRCW4mLhlWOpKBQOl3YsLcKSQ+GDQzhLq6rCA4j95acovxLog2Ppkt8lFj2cZ+mNZsux1CJ2FsX5rLYQ7fMyycFpQIET5rxwFpbMoPnu+4GffWbQWxEtTo4lkCLH0thGr6pwgE42Uu2GLJNecly8M1Ccjs0gjqWuG+McbcIyrsk7vsKSQ7Ce2HMso3YsxfOzYzm8OA0ocCItoXBFUV6mKMpDiqI8qijKexzuf5eiKA8oinJAUZTvKopyVhSvy/QRrTF8DpaXY5kGYSnjWAL0fqSrwkW7oTyHLweJ6VhaQ+EBcixrp+n7agrLHN32PRTOjqUU9hzLVoNaEEWFOFfU2bEcWhrL/vmVAFBaT+lRSQ6FK4qSBfBxAC8HsAfA6xRF2WN72L0ALtV1/UIANwL4UK+vy/QZrTF8DparYynp8A0aM8fSx7GUfT9dOZbF4VtIpAlXx1Jyn6ycoNu+Fe+4OZaGMGZh6Y09xxKItoCHQ+HDT2NZLhSeyQAjG2Ntkh6FY3k5gEd1XX9c1/UmgOsBvNr6AF3Xv6/rujiz3AVgZwSvy/STVnP4HCw3xzJfToljKSpxJULhQftY5grDt5BIE06OZbZIDf1lelGa4xz7JCzNcXIOVeEAh8L9sOdYAhELy5hC4boOTO/jqv8k4DSgwI3RqcSHwncAOGr5/7TxOzfeDOCbTncoinK1oij7FEXZd+rUqQg2jYmMYXYssykNhauyofBxuffT1ceSJ+8MFEfHsth9nxfLdscy5qpwcXy5hcLT8H0aJF05lsXu30VBXKHw+28E/u1FwON3RPu8THBki3cAY174fGybEoWwVBx+57h8URTl9wBcCuDDTvfruv5pXdcv1XX90k2bNkWwaUwktFuGUzJkQkO003EMhacgdNeUDYWPdhpYe8GTd5KDY46lCJFKfA/F1J1VofA4i3eU1a2vuHhHDmuOZS5ix1LXLaHwCB1LXQfu+jj9/Nj3onteJhyyxTsACcuEh8KnAZxh+f9OAMftD1IU5cUA/gbAVbquD5lCGXLESW/YGmY7jXQEDCGWhhxLEQr3cSylQ+GWWeE5bjc0UBwdSyEOJfbL8gxQnOikScQ9eadhhOEUm8/AwlIOa46liBpE9Zm1mtRLFIg2x3J6H3D8XiCTAw7fGd3zMuGQLd4BUhEKvxvAOYqi7FYUpQDgdwHcbH2AoiiXAPgUSFSejOA1mX4iLmTD1jA77e2GmhIN0gG54p2WRk25hVvCofDB4ulYyoTCZ4CxLZ3/xx4KdwnDmcU7Kfg+DRJrjmXUjqX1XBZlKHzvJ2nx8tz/Djz1c25lNEh03f076ER5kvZXuxXL5vQsLHVd1wD8CYBvATgE4Ku6rv9CUZRrFUW5ynjYhwGMAbhBUZT7FEW52eXpmCQiBOXQOZYe7YZaKcgpVWWLd8bpIuVV9GF3b7MpKd7RGsA3/gL41JXp2F5ZPHMsJR1LEQYH+lMV7lQ4wMU7cqgxOpbWivyoxN/SceCBm4BLfh94xisA6MATP47muZngqFVypWWLd8pT9PiYugTkongSXddvBXCr7Xfvs/z84ihehxkQrWEPhTs4lgCt9EfW93ebgtCsUohTuFFumO9nxf39WHO8gHRM3ll4EvjqGygcB5CYWn+G99+kBavQEGQDCMuVGWDnZZa/jbsq3M2x5D6WUsSZYymOJSUTnZDY9zlyuy5/KzCxg/bz4TuB8349mudnguHWR9YNa5P00cnIN4cn7zD+DLVjqawWZkKIJf1i2Kz451cCnVWsVzjc7ljmihQaj7JJc5Q8+h1yKeceAy57C/1O9G4cBsT+yIdwLHXdwbHsQyjcyS3JFkjQpKEYbpBoNVo4KEr0jqUIhY9tjcaxVOvAvs8Dz3g5sHE35f6e+UvA4R/0/txMOES7r+KE3OPLG+k2pibpLCwZf8wcy4Q7WEERDcHtBQemEEt4Xpha8a8IBzqrWK/3YwoZS44lkLzFRLsN3PFB4N9/m5ySq++gcBzQ6d04DJiOZYgcy/oiPWbMIiwVhYos4hzp6CQsFYWOUQ6Fe9PVQzZqx9IQ9RPbKcey18XiL/6DnK4r3tb53e4rgVMPdtpcMf2l6dJH1g1zXng8BTwsLBl/zKrwIcphA4yTeWH1762h4yTTrAZzLL0qw51yLIFkhcN1Hfjq7wN3/L/Aha8F3vxtYPLpwPgMAlowAAAgAElEQVQ2un95ZrDbFyVaHYDSnf8rfvYT+/apO4JsIfxCQWsAt/21+4XIq4defiT57v+gUS09ZOPKsZzYTnl1Mq3H3NB14K5PAJueCez+1c7vd19Jt0/8MPxzM+HpJRQeAywsGX/ExShJIiMKWo3V+ZVAd45lklGr/hXhgMWB9big2PNNTRGToMVEdR548OtUhfqbn+yI6tEpCrcOk7BUa6vddNkG6cK5XSUs8+H351MHgLv+FTh0i/P9XlM/WFj6ozUsaShRV4Ubn/06Y+BdL3mWT94FzBwgt9J6bG67CCit43D4oHAbqepG2cirrHAonBkUwrFMcs5dGKwncyv5lAjLZsW/Ihzo9DbzdCxtFfLCsUxS+oPIB9r+7O6LWiYLjG7uNAUfBrRGd34lIN8gXYQjxyJ0LIWzMfuw8/2NFfdjsTDKwtIPrdYRlHE5lsLZ76Xl0N5PAqX1FDGwkskCu57P/SwHhelYSuZY5orUTJ1zLJmBYb0YJS3nrhdEjqWdtITCZR1LER5peDiW9py+JIbCa8YIsvKG1feNbx2u/C6r0BDIFu+YjuWW7t/3JCyNC9Cph1bf127R9ro1Z86PcI6lH3E6ltZQOBC+gGdxmhzrZ7/BeRGx+0rg9BPA6SPhnp8JT2OJbmVD4QBVg3MonBkY1gtZ1MKyOg8cvTva55TFzbE0hWXCXRbpHEvjgu9ZFW5zLHMxjwAMgxA3IxtX3ze+dchC4fXVjmVWMhS+coJCYnahl8l59zL1QuRWOglLvzBcvpz879KgUWudwrlMxhhQkLBQ+N3/BkDvdGGwI/Is2bXsP0FD4UCsYx1ZWDL+tGISlu02cP3rgc++GPjme/o/2cfXsUx4KDxoVbiXY2nPsUxkKFw4lg5918a3DlkovN6bY2nPrwSiCYUvTa9OqRD/dwuF58scCvfDvsjNjdDiIgrsofCwjuWBG4BzXgpsOMv5/k3PBEY3sbAcBI0VAIpcapSgPMWhcGaAxOVY7v888ORPKDdn7yeAL/w6TXToF5pb8Y5E38ckIOtY5kqAkg3WxzKbxOId4yRYdnAsx7YClVPJ2t5esFYJC2TbDS2fWJ1fCfQoLOc7P9vzLMUCjEPh4bGnPuRLnfnhvaIagxRGN9H/w+RYLj1FiwrhSjqhKHT/4TupepzpH6J4zt46z4tRFpbMILEKy6gcrMVjwLf/jk5Ef3AL8NufB2YOAp98PvB4nyoLtbpzKDxXoLBh4h1LyRxLRaGLvoxjKcJxuYTmWGYLzuEe4dCtnOzvNsWFk2Mp21t0ZcbFseyhKrwy20mpsIfD/XrosWPpzyrHshSdYykWoPkROobChMKP7aPbnZd6P273r9LxN/tI8NdgwtNYcl/YuVHeSN/rGBYBLCwZf7qKdyJwhHQd+Ma7qMr8VR8h4XP+a4Crv08H+xd/A/jhP8Vfge7mWAIUUkiysGy36WItG/oojg9BVfg85Vc6rcqFkBqWPEsnx1Im985p6o6g11D4jkvI+Zq1CUu/HnoFFpa+WHMsATovReZYGikzigKMbAgXCp/eR/t+64XejzPzLCMwB9j1lMerj6wb5SkyDmK4zrGwZPzpCoVHIDQOfg14+Dbghe+lkWCCTc8A3vo9YM9vAN99v5EsHiNaoyOg7BTG6IScVMRFR8axBOj9BOljmchQ+LxzfiVgcSyHRFi65f/mSt5iv7FMIs7NsWyHLN6pzgFjW4DJsx0cS78cSw6F+2J3LPMROpZW0VpaHy4Ufmw/sPX81YsdOxt2AevO7F1YtlvAJ54H7P10b8+zVvDqI+tGjE3SWVgy/kRZvFOZA775V9SL8Ll/tPr+4jjw25+jZrtzMYdT0uxYikpPacdyzNuxVO3CUsyWTpBjWZt3zq8EOjmFwzLW0e5gCbIFb2EpHFvHHMt8+O9vZY4cjk3nOghL43tScMuxNBzLYeqBGzX21IfcSHSOpTUXO4xj2W4Bx+4BdviEwQFLnuUPe9vfR/cCJ38BnDoU/jnWEqEcy/iapLOwZPyxVmv3Wrn9rb+mFfOrP0ZNdZ1QFMNhizl85pZjCSRfWAo3VdaxLI77F+9ki50ws+z4wH5SnXMXlqObjOk7Q9LLMqxjKRxbew9LIHwoXGuQ2z06CUw9Azh9uHsbRO6u60hH4xiNqn3OMGI/F0XqWFq6R4ysD55jefIQPcfOy+Qev/tKOsefuD/Y61h54Ga6jeozGHaaK/LN0QViXngMBTwsLBl/onIsH/kOcOArwK+8C9jyLO/H5svxh6I9HcuxZAtL07EMEAr3LN6xfRZmjmWShOW8cw9LAMjmSFwOu2OZK3oLNOFYitYyVrKFcKkNZjX+FKWr6G1g7tHO/TJ9LAEOh7uh67RP8zE5lvZQeFBhKVu4I+i1n6Wud0aHcm6uHI2lEKFww7HkUDgzELQIine0BvD1PyPH48q/9H98oQ9Nlb0cy3w52e2GxAlXpo8lIFG8Y/sskjZ5p902QuEuOZaA0cty2B3Lovc+MUPhTo5lyFC4aKJcniRhCXSHw8Vx5eaeC1GT5JzlQWIvnAOidSybliK/kQ3Bcyyn99HfbXya3OMntgFT54bv7nH8HmptBPBiRJaeQuEsLJlB0IqgeGdxGlg8CvzyO9zFnJV8zPOFdZ3eS2pzLEVeW4TFO9bE/FzCincai+SUuYXCAcorHAbH0snBEuSK3qHw6hwtCpxaj2RCthsSjsboFBXvQOnuZdms0PGVcbmcFNix9MQsnLM7llGGwkWO5Xpyt4JMYDq2H9jxnGA9EjefByw8GWw7BQ/cTO3eNp3HjqUsYYp3ihN0TuBQODMQtAhmhYsTRGmd3OML5XiFnZNL0PX6o8keQ2c6lgFyLBsr7i087A5Z0toNiQbdbqFwgPIKhyHH0l6hbyVX8hYc9UUKdzqJgLCh8IolFJ4focrfUw927m8ue1/UzFB4gr9Pg8Q+nAAwHMsYQuEjG+i2vij3t41lyrGUKdyxEjaUr+vAoZtpaMbENs7LlUFr0HU5aB9LRTGapLNjyQwCq0sZNucuaE5g3E2VvS7eQApyLIVjGaAqXG+5X6zs7U6SFgr3GucoGN9mTN8J2VInKYh95BYK9/oO1heBkksSf9hQuJljaXz2m54BnLI4lo0V7+NQiJokL9QGiX04ARCtY2kNhZfW061sOPz4vQB0+fxKQdhQ/skHgPnHgT1XGdcAdrl9MfvIBhSWgDEvnB1LJkqO/FQukVtrdByJXh1L6b6LMTuG4n3k3PpYjlJ4IalNegN/nj5jKt0cy6SEwr3GOQrGtgDQgUrKp++YQsNBWGZ9incaS+5RgbBV4dVZqrgXbtfUuVS8IwR8s+Kd3yXygFkkOKPG6Fjq+upQOCDfcmjaKNzZ8ZxgrxtWGD9wMwAFeMYrjf6nfVyMPPFjeSc3SfhNvvKiPCkfCj+2X/ppWViuVbQGzea+5wv+j7Xa7GEdLHGSdMobcyLuqnBfx7JMDl9SQsF2lp4CoHQuFH6I/edWGa7ahGUmQ3lOSXn/NeFYeoXCjUrotE/fMR3LEDmW9UUPYRkyx7IySykIIody0zPpPLBwhP7fXHHvYQlYinfYsXTELcdSb/W+sGs1KTfZHgqXrQw/th/Y+HTv750TYYXxoZuBM3+J0lqiHGvpR2UWuO6VwD1f7M/rRYnf5Csvyhs751Y/HrpN+mlZWK5VmhWawlFf8n9sl2MZ8kQXtIo57qpwM8fSIxQOJDcc/sQPgW0Xyoc/gjqWALljSeljKZtjCaRfWIpj08mxlMqx9BCW7ZDthqwpCPbK8Mayj2PJwtITtxxLoHfX0p4yEyQUruvA9N3Bw+AACeO2Ss3VZZl9lELhe66i//dzxvzMAQC6vMhKEs0eQuG5EXnxHmBfsLBcq4iDUSZcYXUswzpYprCUdSxHKfk7rmkdTidzK+JEnMSWQ2qNJlOIfnEy+DmW9hxLgNIEEiMs5wAl6138JRzLtI911LwcS599Ul90b5QsQuFB0zuqc53xbwAwdQ7digKepk+OpbiPhaUzjjmWpe77wmJPmQkSCl+cpvZdQQt3gHDC+JDRFP28VxnP0cdRoDMH6dar129SEdvsFTVwIx+gyCrAscjCMm50PZl5esINlDlYtEbHkQjtWAadbR1zJamvY5ngi+HRvSQQdv+q/N+I/efWy1KrOTiWPuMD+4kY5+jV8mR0MwAl/Y6l6pFj6etYeuVYGmM6g84Lr8x2O5aldcD49k7LIdFuyA3TseQcS0cccywj+syaNmEpHEuZULjZGD1gfiXQWRQFEcaHbqZRv+t20v/zZUq5COJ6hmXGmBKUZmEZJhSeD+JYsrBMBs0K8KHdwEO3DnpLViNCJFKOZcMIYSvhcyyD9l2Mu0WJr2OZ4FD44Tsp//HM58r/jVjNuobCG6uFTLaYrOIdr4pwwDJ9J+XC0tOx9BjpqDXob72Kd4DgLrTTZ2+dGd5Y8Q7Die8yV4U745hjKRzLHhd2qq0bR65A53IZx3J6H50DtlwQ/HWDOpYLT1IFugiDW5+jHy2HTqTYsfSbfOVFrkTHiIz5FaB9FAvLOFk5QV/g4/cOektWIwpjZFYhWpNOSLkecu68Wqg4EXco2rd4J8Gh8MN3UpVmkJwa07F0C4U75VjmE9Ru6LR3fqVgfEv6haWXY+nlIot86SiFpZh4ZA2FAzRBa/ZhcpNUH8cym6dGzEl0/5OAY46lcPx6dCydukfITt85tp/yuN06Z3gR1LE89HW6Pc8qLPvUWF9rdNz3NArLXop38iUAutw5gR3LhCBO9EvHB7sdTgQJhbcatHLNFsL3sVSrdKKQnd4Qt8vh1yDdfP2EOZb1JeDYPcHyKwHJHEubkOllIRE11Tm5ytTxbUOQY+ngYAlyJfeiCNEqxU1YZnJ0G8SFrp02Jh7ZhOWmZ9Cia/YR+r9fP1XuSeiOY46lcV7qtSraHgoHKM/Sz7FsqcDx+4Cdl4V73aCO5aGbgc3PAiafbnmOPhV9nXrQSA9R0iksTccyZPEOILefuHgnIYgTfSKFpSjekXCkhGMZtg8e0BGWssSd4yhO5tmUhcKP/ITakATJrwQ61fhuDqzqlmOZEGEpciz9GBsGx1LkI7s0SAecv7d+wjJMb1J7c3SBqAwXve383JL8CM8Kd0N1iJ7kInYsrSlIpfX+OZYnH6DXDtq/UhDEsVw+ATx5V3cYHOhfbq7Ir9x6fjqFZWOJPu9sLvjf5gPsJy7eSQhJFpZqSMeylz6WQYRl3I6hEEy+VeEJuxgevpMuQEGdhEyGxLJT8U5LI7HqJCyTEArXdRI4UqFwY/pOPxL+48LPsQSc90tDVlgGWCyYc8JtwnLKJiz93JLCGnAsH/gv4If/GPzvnNJyTMcv4qpwgBxLv1C4aIweptUQEMyxfOgbAPTuMDgQzE3rhZmD9PlsuyilwnIlXBgcCCbeA+wHFpZxIoTl8lOD3Q4nghTvaE0SYGEbLAOGYynZagjoQ1W4bI5lAoXlGVc4u1l+FMY6UxqsuBUy5RJSvNNYplCVX/EOQDmWepvEZVrxdCw9Zrj7OpZGVXiQfVoxhKU9FD46RULfFJYcCsc9/wfY++ngf+d0LorKsRTnr6Ch8GP7aZ+vPyvc6wZxLOcfp/e++bzu3/fLsTxxENi8h5zcJObU+9FcCVe4AwRra8WOZUJoLHVuZRqR95OgVeHZgv/UD8/Xq8pXhAOW0O2AciyTKCwrc8CJ+4PnVwqKY84rcrfWS0lpNyQzzlEwtpVuk7iYk0XGsXT63gph6dXHEgjoWBqfvb14R1EoHC6qaX1D4eVkfZfi4PQRStkI2l5Oq9O+yVgux5E5loYoK9iKd/xC4aIxumxOvJ0gjqWIZtlfK+7OIADtq5n7KQxeHCeRlrZoh19XBi+C5LGyY5kQrHNHk3ahM0PhPsJBNyrGciIU3kMfy0A5luKkElco3MexzGTpviStYJ/4Id0Gza8UFMedQ+Gai0OWlFC4Oc5RxrEUYx1PxLc9caPWqNDGKWfKzLF0EIfSOZYhQuFOn/3UuZ2emH6OST+bXQ+CdptGXLaawYWQfZwqEH2OZd6WY6nV3EVrbYGqpMM0RhcEccLUuvO1IarpQ14sTlNawJbzO+IsSed8GRrL4YVlLsAChoVlQrAKy6TlWco6luIilC30mGMZMBQ+6KpwgFzLJLksh++kXLbtl4T7+8KY80nTzbHM9bCQiJKqEbaTbTcEJG8hFwSt7uxWAp1iM0fHcommE7mFpYVQDdIgvTJHx5zT92TTMzs/+13Y+jmebxCszHTOlTI9Iq04tfqKyrFsVqjVk0iDADrTd9zyLI/fQ7dh8ysBi2CRrDZ2SvsQ14A4+1gKx33rhf6dM5JKczl8KDxIWysOhSeE+iKd6IHkCku/E5fV2RtIVXiMjmUmT86k1zYkSlj+ADjrl8NV/wEejqVLjmXiQuESjuWYISxXUu5YuuXQejXOFnPC3cKXYUPh9sIdwaZzOz/75VgWhlxYnj7S+bkacN60k7CMzLGsrU5BGtlAt27h8Kd+TrdhF7BAsGpjteZsOvSj3ZAY5bhlT0ecpU1YRlK8w45leqgvARt308/LCRWWfsLBWj2di6CPpSzZAonyOB1Lv2bthbHktEhZPAbMPQo8LWQYHHAv3nFqdwIkZ/KOGQqXcCyzeSo6GFbHUoh/p8hBfREoueRXAuFD4W6CXlSGAxwKX7AIy1COpUPhHJQIciwrnXx1QclnXviphymlRDibYQgUCne5NvSjQfqJ+4ENu2nRLXKT3cbeJpVmDzmWskVW7Rb1z5WEhWWc1BfJQSlPJs+xlG03JC5g2V77WLqsSt1QFHJB4qwK95sokSTH0syvDFm4AxiOpVdVuFMoPCGOpZJxzx20M74t/TmWro6lVyh80fszClsVbq8IF6zb2RGUUlXha8SxrAV0LNX66v2tKMb4zghmhbs5lm6h8FMPdvqUhiVI7p5Wd742BAmnh0UU7gCWUHjCCm39aPRQFW6mXPh8NwPuAxaWcSJO9OPbgaWEOShCMLUa3lWM1lzEbA+TWJpV/4uPnTgrSVsyjmWChOXhOynHcPOzwj9H0aWPpZuwTEqD9Oo8uSxeaQtWxrcMgWPpJyyd+lgu+QjLMI6lwzhHgaIAU+fQ99Rv3+TL7tEHtZ6+Slw7C0c6n28UOZYAXfSjqAq3i7YRD8dS12ma0lSPwjKToeuFjDBWq94dEOISlo0VYP4w5VcC6cyxFCNVe3UsZVPiJGFhGSf1RbLXJ7YDS8cGvTXdWAWT10HTVbyTDycsdT148Q4Qb16W1vAu3AEohJQEYanrJCx3P7+7JUlQCuMkqO2OlVshUy8OdZRU5+TyKwXjW9OfY+kqLH3aDXkJy0xAx1LXjVC4RwrClvPdHU0r+TIde04C8vMvB779PrltSiqnj1AvRCA6YZkbiSDH0isU7uBYLh2ndBlr/mxYZIWxWzQrk6HPIK5rwMkHAOh0DAOdPMU0CUtznGOPjqXfcRZwH7CwjJOGcaKf2JbcUDjgLSytoiNsH0utAUAPLizzozHmWHq4QoLCaDJaT5w+DCwe7S0MDrifOM12Q7b9k6R2QzL5lYIxQ1im1QXTGu6hcOGKubUbKkYYCm9W6HviJRxffA3w+hv8n8ut2XV1nqqQrTmKaWThCIWPcyPRFO8A0TiWTqHw0joAirMAPvUg3Vor/sMiK4y9WtHFmZtrHeUIpNOxFBGosMU7so5lwOOQhWVctNtUvFNaB0zsoJV/EipsBV2Opcd2mY5lD5N3zF5qAUPhhXKMVeESjmUhRmEbhMd/QLdh+1cK3E6cbo5lrkhTbAYt0Krzcq2GBONbjek7s/FtU5xoNY/inR4cy6ChcLfm6FZGp4DNEiLEbZKWGB2Y5sKelkoRqfVn0QLIr/m4HbeFRG6k91Y7TqItk6UiL6ccy9mH6bbXUDjQu2MJ0O97dW3dmLmfvi/rzqD/F1LYx1Jsa9hQeDZHkQy/zzjgPmBhGRfNZQC6ISy30++SlPfVtIRIvE7qpugoGDmWIcSxKSyDOpYeeVm9Iu1YJiAUfvhOKkiZPLu35xHhEvuJ0yvHEhj8gqg6HzwUDlBvwTTiVMwhcMuxbGm0XyMVlh7N0YPiNkXl2BAIy8WjtJDZcJYx1SZgKNwt9SFf6v1zUSvObqDb9J1TD9J9XosJWQI5li7He5yO5YmDwJYLOu25sjn6rNJUvCNMgkJIYQnIfcbsWCYEcwrGRGcaSJIKeJqVzgXD07EUVeE9TN4xZx8HaDcExFwVLuNYGu2G2u14tkGG00eAx+8gtzLseDWBGQq3C0uPHEtgsOFwXTdyLDfI/405fSelwlLGsbTvE3ExjLIqvCL6h0YgMtxC4aZjmYDIQFhERfh6ISyDhsJdCglzpd4dS7dRuiWXeeGnHqYweK/nGkDOsdR1Ot77HQpvt4ATD3TC4AK3zhlJRWxr2FA4QMeZ32fMjmVCqFtO9BM76OekFPC0W3RhEhdrzxxL0ceyYPSxDCEyhOsXZFY4EG9VuIxj6TehIm4e+TbwqStpf13+1t6fzwz12E6c4qRiFzOiHdMge1mqVeNYDeCaiSbpaRWWYRxL60LWDSEsZfvRmaHwKBxLIzpijUDoOnBsP/2cZsfy9BN0G9ax1FwcS5kLvh9u+Ysj611C4Q/RqM4okAnli/vdollxFe/MHybTYItNWBbG0iUsey3eAehc47efuN1QQrDO7Z0QDkpCHEsh1kI5lk3v9kROmI5l0KrwmB3LrE8fy7HNdNvvCuN2C/j+B4Av/d+U//O2O3obryZwLd5xcyw9Wtv0C1EIESTHMu3C0qtBeiZLc8TtFwK/OeHAgEPhDlNU5h4jcZPJpduxXDhC72FiBwnLwMU7LjmW+ZHevnu67hMKtwngyiwtJnrtYSmQCeW7LWrN5xjpvYDJiRO2wh2B23SypNLoMccSMHrMSu4nSVhYxoX1RF+coBVFUirDVwlLrxxLy+SdbBGAHmzWMGDJsQwRCh/k5J1BjAeszAFf+m3gB/8AXPzfgLd8G9j4tGie2yzeccixzBZXh7/C9D2MmiDjHAW5Aj0+tTmWHjlngBEidXMsI2w3VJmlvyl6uKCyOE1REfmVOy5NuWN5hBaAmaxRvHNafvGt6+45lr02SNcalPvpGgq3OZanHqLbqISljGPpl38fV2P9mYM02W3Ted2/T1sovNfiHUAu5YL7WMZMuwXc+++ULO+FONEXJ+iCPb4tOaFw8UUVLpCUY1mw5GgFFBphhaU4qQR1SGWQybEcFY7lqehf34mThyj0/cSPgVd9BHj1x4O7vF54Fe84XtgSICyDjHO0MrY1nY6lGJ3m5uAAzjPcZXIsMxly1oI4lqNT0eTbmVXhltSW6X10TG6/ON3CcuEIhcEBcgLbqnwKT0sFoMfTbsjrvDuygdxi67l11hCWUVSEA8Ecy37nWJ44SCF/+wKuOJEuYSm+9z2FwmWKd9ixjJejPwP+64+Bwz/wfpx5ojfy9CYSNH1HCAvTsQzQx9L6O1lCF++UAejxnFhkciz7HQr/6cdoQfLmbwHP+YNoLuhWvBxLJ4csCVXhIqwYNBw7nlJhaX5X/BxLl1C4n7sYpOl90Gp8L5yKd6bvBrZfYhTJxbSA7Aenj1DhDtAZlyhbwCMcyTgapHsKy/UUebIuMk89RLmw63aGf00rUo6lT5pUPoKWS05YRzlaKY6nrCp8hRaLfiaJF1LFO+xYxotYiVZ8XCx7Mv3EjgSFwo0TTlnGsbRN3gGCF3OEbjck2iHFEAqRcSxL6yhEXDkZ/es7sXCUegJuvySe58/m6f3YT5xun4XIsRxk8U6YHEsgvcLSbP3k8V3JOYxWlQmFAxTa9ou2CCqzEQpLW7shtUau0c5L6bygt5Mx5SkojRVydk3H0jhOZQt4xLnXMceyR8dSnOedRuk6Td859RBN3IlqQRvIsfRqNxTx+b86T9FDe+EOYIy9TZFj2VwhMdzLPpMR7+xYxowIDfs1X64vkjASYmxiG+V8DbrZNNAJR4mLhlQfy6JFaAS8AJgnuDCOJeKpDJdxLBWFXMuVPgnLxeno3AI3iuMhQuGDdCyNHMuRAO2GgM5Yx0G2igqDlGNZdHEsFQnHMsBYVhEKjwIhLMW54KkD5JjtuNS9x2UaWHiSblc5lpLCUpVwLMM6uV4LeqftnH04ujA4IJe755cmFUco/MRBunVzLNPUIL2x0lsPS0A+FK7Iy0UWlkERXxRxwXOjvtDd+mNiO51I/ZzOfmAW7wRxLIvhizl6ybG0/n1UtDRAb/kLS8AQln0Ihet6n4Tl2OpQuFp3cSwTEAqvzRvOcS7Y341tpX1c9VkADopmxflkLutYrireWSJR6TdLPlAofC6aHpbA6lC4KNwRjqX1vjQhRlFu2EW3QrDJVoabC3cXx9L6mKD4hcKBTsuh+hK5eFHMCBeIEKuXMPYNhceQZz8jhOWFq+8rjtP3Y9BDIWRpLPXWwxKQbwvldU6ywcIyKOKA87tg2cerjRvTd5IQDjdD4ZI5lpkcXbDCFnOI1Y5fex87BYfed1FgXrwl8lJGN/eneKcyS86gGC8WFwU3x9LhpJFNQB/L6ly4cKyYvpPUcPiXXwt8/V2rf99LjqVXD0uB7FjWlkrPGVUoPJOlxakQO9P76Fgf3+pcMZ4WrM3Rgc5iXToU7uNYWh8TFK9QuN2xnH2EbqOYES7IlwDo3tcLzSf/PtejuHZi5gCd10UOvRXh+KclHN5c6a1wB5BPWfA6J9lgYRkUcUKv+DmWS93CciJJwjJA8U6r2QmBh3Ww1CqlBQTNA8k7VJJGgVvfRif65VguHqXbvjiWDn0svRzLgYbCA84JF5hjHfvcg1SW+ceBJ3+y+vcyjmW20GkDJvCbE279W5mFYZTN0QUFS+uYY/uAHc+hn516XKaFhSN0nhIpA4GLd3xyLFYTLnkAACAASURBVIHweZZeoXB7jmXUFeGARRh7bL9XKgAQT9Tq2H5gx7Od7zMLHFNSwNNYicCxlCzeYccyRkzH0k9YLiZXWIovaXGCenn5OZbCqQxbzKFWw7XNKdjysqKiFURYbiF3Ou7c2MVpuu1HjuUqYemWY5mE4p254K2GAItjmZBODHZqCzSxpW67gPXkWMoIS8kcy2qE4xwFIqy5cpJyE0XT/7Q7luvP6iyac0VaRDvN4XbCL8cSCO9YBgmFn3qQFh0ipB8FMsJYpt2Q9XG9UjtNuaRuAyeE+5cmx7KXHpaAUbwjkbLAjmWMmDmWAUPh5SmqyFxOgLBsWk44Ts2WrbQaFscy3/ldENRaOGFpVoVH7VgKV0gyx1Jv+y8kesUUlnGHwsecQ+FJbTdUOx0uHGtO30mgY9lSO8f0iV903xc2x7IRQFjKDDgQxYlRhcKBTpHAtKUxuvg9kF7HUlSEC4KMdTSjJw77u1fH0hyl6xAKL4xRipPYzlMPA5NnB89l9kJGGMu0G7I+rleO3UO3O1yEpVtLtqQSVfEO4H2eD3gNZ2EZFC1AVbi1QjOTocrwJDiWzRUSlZmMc4WpFa3ZcSxzYavCK84nNz/iciyDhsKB+EOqi9MkpINWPwfFqXjHzbFMRCh8LlwoPFekv0uiYylaAwGdClWBrGNp3yf2840b0qFw4/wWVVU4QOecZpXC4EoW2HaR8fuUFu/oOrnOdpcvyFhHM8fS4VzUs2PpIdoUpXv6zqkHo5sRLgjkWPoIy176eVo5th+AIhEKT5BjqevA9a8HDtyw+r7GcjTFO4DPBL4ah8JjRYiw+oJ7PzhdpxwNu4Mwvj0ZwlKtdkIPfrNYnRxLe36X7+v16ljGVbwj4Via03dibjm0eJTC4FE3RbdTcAqFu+RYDjoUrtZp34cJhQPkWiYxx9IqLGfu777Pq0pY4FgVHiTHUmJ/mo3pYwiFT+8Dtjyrs3BMa7uh6jwt0tfbHMtyCMfS6fwYWY6ly6JeOKtqnZzXqEY5CqQcyyodk5ms8/1RLzqm95GAdvuuJLF4Z+k48ODXga//eSeyBZDOaC5HU7wD+CwAXKJaLrCwDIr1hO6WoK1WKdxkP3gnEiIsrQ6ilGMphGVIx1KtBW81BMTXxzKUY9knYRk3xTEKw1r7O7rNKh50KDzsOEdBP3uQBkG4RErGQVj6FDMAq7+z7fbqYkE3ZHMsRUQmSgc9P0Lf5eP3due4pdWxXHiCbnsJhasxOpbNijHYwiW8PbKeDJK5RyndZ1COpZfpEOWiQ9fJLXfLrwQ67l+SinfEOaK5TJ0kRC6kWqP91muOZU4iFYUdy5ixXmTdwuFuUzAmtlNobtCjy7qEpU8T21ajIzBC97GshBOWuRIAZbCOpcjV60covC/C0jgJWfMstUYyQ+FmAUnIPL+xzf2bmhQEUTCx7WKaD28tDBMXYa+Lba7UHTVorgDQ5YRlRrZ4Z5YEUpQ5d4VR4OQDdNG25riltXjH3mpIMLIheFW400VbiM3QjqWPaBOh8FMP0v+jbDUEyIdYva4N4rwUxbFx+gk6p4huBE4kMRR+whCWL/ifwCPfAu6/kf4vzuG9hsLNfqnsWA4Oq7B0K+iwj3MUTGwnkVSXrBiMC7Vqcyw9hINVdPTSxzJMKFxRaDsH6VgWx+jEF2dje7VGzx934Q7QCZt0CUu3HMuQIzyjIuw4R8HYlmQ6luL7v+tX6MI691jnPhnHMlvovgi4nW/c/lZmpGOUzdEF1vF8Oy/r/j2QvlC42RzdLiw3kmMpYyB45Via+YVhhWXFPQwOdJzV2YfJPZ88O9zruCHrWHod61EuOo7tp1vrsef0ekomWdN3Zg5SHu+Vf0kLstv+ikwtIX57Lt4Rn7GfsyxvDrGwDIr1S+5WGS5aiKzKsdxGt4MOhzctDqJf1/2udkNh+1iGDIUDRsJ/TFXhWQlhCcTfy1IcD/10LEUBj9cUIkUxREyKHUu1mrwKTyEEdz2fbk9YwuGqhJsuineEcJGdEw4EC4VHWREOdIRScV23iElrKPz0ERKR9lDkyAZKhZJxvbxyant165pV7zG6IhR+6iFyXQM4UlLIVoV7XRuiPDam76bX2rzH/TGK4tySbZCcOEhzzTNZ4KqPkr647T2dbYyijyUgUbzDjmV8aPXOSt43FL6++/cTO+h2acCVqs1qx7nyy7HsKt4JWczRrASfEy6wNlWOChFGlP2ixO189as5OrC6T5uXYwLQPh+UY9lrjuVonyr6gyJyLM+4nFq+WPMstRp95l6jGe3dGQIJywAN0qOsCAc67tmOZ3e/P/tUnrTg1GoICDZ9R63RMeCUctCzY+kTKRrZQMfOyUPRh8GB5OVYTu+j9BO/9I7iRHKEZbNCEY2tF9D/t+wBnv8XwP03AAe/Rr+Loo8lIFG8wzmW8aE1qG0Q4N5SwjXHUjiWx+LZNlmaKx2h55djaW031O8+lgBdjAY50hEARjfFLCz71BwdsORYCmHpUZUK0L4fWI5lr6HwPhVeBaW+SAKvtI4u6DOWlkMyuUziuDU7VAQVljJV4SFHaXohjjGn4gnR4zJNiOboduzjEr3QGu5FETmJ3Dcv/ELhwviYfSjaGeECacfSS1j2+BkItAaNctzpkV8pKIwlp3jnxAMA9I6wBIDnv4vOGz/5KP2/16pw0xn3K95hxzI+tDrtyNJ6j1C44UjY+8qNbQWgDL63nrXdkF+OZZdjGSLHst02ErRD9LEEDMdygA3Sgfjb1ixOA1A605nixKx6NMLDfiI7ylB4bWH1pBkvqvOUPyQWNkERhVdJK+CpL5AIVBQKcVl7WcpUX5rC0tgv4iIo1ccy5//91fWYhKVxznFqTp2PITIRJ+02RRqcHMsgYx21mvt3T8ZJ8kImFC6IcpSjQMqx9JnKlosoFD5zkI57t8boVorj/UmfOX3EPw9XpMlsOb/zu1wRuOpjnf9H5Vi6ifeWRqkd7FjGiOj5V550D4U3XHIscwVyUQbuWFpC4X59LLvaDRU6v5NFrFZDO5blwTZIB2if1ebjCwkvHiURJLs9vWAv3vHrmyjrcMlw45uAW94p//jqHPUEDEuSHUvhFm09nxaa4lwi5VjaXBy31BsnsgWg7bM/6wt0IYk6FD62mV5/GBzL5adIqDiNQBwJEArXGu7nxmzeGLnbQ4N0r/xFayupOELhUTiW2RwdM70uOo4Z0568Wg0J+pFjefw+4CMXdyq83Zg5SDnJ68/s/v0ZlwHP/SM6PnpdAPrl8oa4hrOwDIqooB2d8q4KzxadLxDj2wabY6nrtlC4TI6lISgzGcoHCuJY+s2C9aMwOth2Q0BHoMRVGd6vVkPA6nYaXn30xO+jCoXPPQrMPy7/+Np8byfN8iRVeCYxx1IsOoUTIfIsZRxLEUHQ7DmWslXhPsIyjuboAHDR64A//pmzYM2X0yUsF1xaDQHBQuGqh2MJ+C/8PZ/bp82bdSEydU641/Aim6fvn6dxIVHYGcWiY3ofXXtFnYMX/RCWez9JPSgf/bb342bup2ECToMzXvK/gP9+V/gcdIH4/N10gNc8exdYWAalZTh4ZR9h6ZbvNLFjsFXhWh2Abutj6dVuqNl94ssWAwpLQxSGLd6JpSq8AUDp5Iz6EXcvy34Ky1XFOx599IBoHcvKLFAJMHM97DhHQSZL39MkOpYiDClyp0Q4PGyOZX5U7niWqQoX7uloxKHwXAHYuNv5PmsrojRw+gm6dXQsDWFZ7THHEjDOz3FVhRvbOb5dblESFEXxz+GXyb/PRSAsj+2j/pUyk83iFpYrJ43CGwU4fKd7OLzdBk78oju/0komG01ubN7HsfQbu+kAC8ugCMeyvNG7KtztizqxbbChcCHS8lZh6fGltTqWgHy7EvP1xFixkKHwWKrCjX0oOz7RrC6OwbHU9f4Ky/wIhU+afc6xbFZoP1Zn5QcEVHt0LIFk9rKsWxzL0SlyUkQBj1aXyLEUoXBjv3idb+yIqnCvfSByx6POsfQibaHw00cAKM7f21yBFnBSofA4HUu/ULixuIl6lKOVXMl7v6oSDn2vx0ZljiIlMmFwIH5hue/z9B38pT+mlIq5R50fd/owuc5bz3e+Pyr88liDRvjAwjI4IsdShMKdTtBe49UmttOFJeq8QVmEsLRWhbea3SP+BLq+eo60X7GPHXNebVjHMmRV+MpJ4NMvAOYPr77P2ptThrEY29ZU5+iLa8+hiQtFoQIes3jHJ8yRjagqXKQRaHX5hULtdO9hniRO37HmWALdBTxqTd6xbFmFpURFOECTdwDKoXTD7B8acSjci7QV7ywcoXO5myiUnb7jNvVKENax1HX5UHicwjLv0SdZ1/2Ld4Dejw3RGF2mcAcgYdlccb4m9orWBPZ9Fjj7xcBlb6bfHf6B82NnHAp34iCTMQwEdiwHh+lYTlESvFNbAq8T/bhR+TuoynAzNG2ZvAM4i4e2BkDvbiQeNDTac46lURUedAzmUwdoJrHTl7blczK3Y+ZYxiBQFp6k2345lgBVWttD4W5iJhdRKNzq7rs5/Va0Jn23enYsEzYvXNe7cywBCnWdepD2hZRj6RAKlxWWMtOUKuxY+uLWakggOy9c80l9yJfCOZZag3L4vELh+RLwqo8Al18d/Pll8XIsWypto6+w9HE9/Ti2j3I9t18i9/jiOAA9+m4kAPDAf5FBccUfARt207S1w3c6P/bEQdruzedFvx12ch7OuDjPsLCMEc0IDYuTrtNF0jPH0hCWg8qzdAqFA86rSjP/zhoKD+hg9exYlunkEzQcK0TgqYdX32d3YX23YYRaucQhUPrZw1JQHLP0sfQJc2QDOtRuWAuf3Np0WREX5ZEeqsKBztSkoAuTuGiu0KQja6uXrefTIu7UQ8EcSy2EYynTMqw6R9+7sHnRYUhj8Y5TqyGBrLBUXcapCnIj4RxL2fPuc/4AmHx68OeXJT/ifv6Q3cZ8ubc+ltP7aNqO7ISaOOeF7/0ETZ16+gsperT7SuDwD53d0ZmDwNS54dPIgpD3OM7EfvJb8FpgYRkEXe+uCgecm6TXF917ypnTdwYsLIVj6dVrTFx8VjmWIYp3QudYjnY/jyxCyJx6cPV9brOxvYhrrKMpLPswJ1xg7dPm13op6P52o0tYSoQIex3nKBjdTNsvKqcHjVMz8y2WAp4wOZaNJbkeloCcYxnHnHA/0lS8ozXo/O3nWMoc537norCOZa8L+qjwCuWb0Syfc3Evx4auUyh8h0RjdIG9wDEqpvfRtlz+ts7kqd1XUsqEtZetQIxy7Adex5n4fYCRnywsg9DWyD3LlToXPCf3peGVYzng6TtOOZaAvGOZKwTrYylOHr1UhQPBK8OFkJmNwLEESKDEUbyzOE3vsVdnLgiFsU7xjl8riVwMwlImFN7rOEeBWdGfkHC4GOdozbGcfDqJyZmD/qFRwNJPNibHsjIbfUW4H2kKhS9OA9C9HcvyRvlQeByOZdOW8jQovIqPNMk0qV6OjbnHqKZBtnAH6CzSohaWez9Jz33x6zq/230l3drD4dV56m8cd+GOIOch3s08fHYs48FaQesWClfr9Di3E31hlO4bdI5l3pZj6RSuECHvXhxLM/TeQx9LIIRjaeyXxaOrpygkyrE8SmFw2Qr1KCiOObQb8ijeiSQUPkvV6IBcKDwqxzLO/NgwCMfSGgrPZGkG8MwB/9Ao0L0Y1PWQOZYe3+H6glyz9SgR4c52q7+vGwYzL9ojyiBC4X4pGHHlWPYaKYoKKccyxnZDojG6bOEOEE8ofOkp4Bf/CVzye92Tcia2A5PnrBaWJ35Bt1tcWg1FTd6jLRQ7ljEjnLquULitL5/b1B0r49sHGAo3RFZBJsdSvN9e+lhGMHkHCO9YAqtdS79KTCfGtsQjTvrZakhQGHcY6Rjz5J3KKWD9GVSV7Nb/1Uqvc8IFcVb0h0GMe7WfH0RluCbT18/YV60mCYi2Ftyx9KoKb1b773SZ4wtT4FoKU2CdR7PtkQ2US+s3c9o3xzJkVXhSQuGeIVZJJ6wXx3L6borQBKl8j0NY7vscLZouf+vq+3ZfCRz5cfd5VoTG3XpYRo1n8U7wAlwWlkGwOpaFUdoZdvfFKYfKzsQghaWtYbmXsDQdyx76WEZRFQ6Ey7EUzYtXCct68FD42Cbat2F7yrkxCGFZHLcU7/jkWEY1eadyitIJvEahWjEdyyELhbuNX9x6geFwtf2PTZGaotU7s9el+1hKOJZqtf+CRLxeGoSlSGMa3+b+GNmxjr6h8JCOZVJC4V6hfFlXtZfCrul9VA2eycr/TdTCUmuQsDz3ZcDGp62+f/eVZPgcv6/zu5mDwOgmYHxLNNvgh2fxzrBP3qnMDfYCYXd3ypOrJ4nUJRzLiW2DE5ZqkKpwB8cycB/LCrlUslNu7IjtDNrLsjIL7LycRlDaC3jCOpZAtK6lWqfn62fhDtDpY6nrdDLJFt1D8dmAObVuVGbpRFmelHMsa6fpgtJrKK+0no6/pAjLmodjKZAu3qnLLWStyORYyvQWjBrTsUxBAc/SUyQcvT4jc/qORwFPSyVX07N4x6MPpBdJCYVLFYXI5FiGOC7UGjl/Oy8L9ndRC8uDXyMD6oq3Od+/6/l0a22NN3Ogf4U7gHcurLmfhjXH8uZ3ANe9Mp7GpTLY3Z1Rh4ukW6jLysROCs1F7X7J0DSEnnA97BWmVlwdy4B9LHtxP0zHMkAoXNfJIZvYRq0d7C2HtHr3e5Ihjuk7wvnoeyh8jC5oao32u1fuTJRV4aNTzt8Zx8fPRtNHMZMhQZsUYekmBLc8q/OzXy5TJkf97bRmCGEpURU+iFB4IU2O5XH/mdMy88I1idw1v8k1biQlFB6JY1mi81XQlJzpuynlI6iwjLoq/MBX6Tr0tBc43z86SbmUIs+ypZIZ0q8wOOCdcqHVKD8+gDkUibBUFOVliqI8pCjKo4qivMfh/qKiKF8x7t+rKMquUC+0cITCmo99t8ctDskqx3IqXCh883kAdODUocg30Rf7/FivOaFOYdJswNCo6jOv1o9CCMeysURiaHQT9QGbfaj7fq0ZrngHiDZXbxA9LIHOiry5IhGKM/Z3L30g222LYzklFwpfmem4xL0SV+FVGOoLVBlqD82VJjqpG36OpaIY/UXr7qF1NzI+oXBzGsqgQuEpcCyXj3e6e7hRlgiFqz75zQCJrrYavKjJ3lZuUMjkWPq2Gwp5bBy6hT5bUXktS65Af9eMSFiePASccYV3gebuK4Gje+mzmn2Evp/9FJZeTejVemDnu2dhqShKFsDHAbwcwB4Ar1MUZY/tYW8GcFrX9bMB/DOAfwj1YqIg465PhNzaHrG333HKFxMneq++cuKAESOb+kmz0lmRAT6OpVsfywArx2aPYbV8iKpwsU9GNwGbnklzYq3vL1SOpcjVGwJhaV2Rqz6fRVZiBKAf9QVyHMxQuISwXD4BjG8N/5pWkjTW0T7O0YoIfclUX4qUFJnzjRUzFO7yHW41aV8NLBSeFsdyu/djgjiWfjmWQPDPpdfc9qjIjdDC1CnKKN0gPcSx0W4Dh74OPP1F8o3RrUQ1L7y2QIvkqXO9H/e0X6XjYfpnncKdfobCvSrvtVpgIyYXwSZdDuBRXdcfBwBFUa4H8GoAD1ge82oA1xg/3wjgY4qiKLruboO0dB26rkMRKl+4HsUJcixPPQxs8tlZUWM/EYxOrc6hkakK37AbemEMyoxDU9S4sc+PtY+HA9Bu68hkFI8+lvT7htbCqeUGtkyUkM+6rFF8QuG6rqOmttDWgbauQ28DOnS0jSNDUXPYAKBWWUKzqiKfU1Au+By2YgEyOkVhQ71N/cy2GOsdnxzLhWoTR+aqODJfxUK1iY2jBWweyeByAPWFGRStx2UvCGHpF1aTRNd1tNo6FmoqTi41cHK5bt4uVFVMjOQxOVbAeQsang1g+sQpbG7UkM+NwO3dqEoeeQB3HprGil7C0zeNYddUGcVcgGR46/6oL5AYaqneoZWVGeCsX/Z96nZbR6Wpoaa2oOtkuOnQTYM1n81g/cgm5Gbud32PfcU+ztHK1guBB7/u6ljquo7Fmorp0zWcjTyOHp9FvXkUFwBYUcrwunw2tTYqDQ1qrY3NAJ44uYATyhzaOnD25jFsGjfOAwGcrlZbx0pDg9pqI5/NoJjLoJDN0LnDeM35ShOzKw3MV5qYqzRQa7axabyIrRMlbJkoYnKsiGxGSU/xjtag43k8fmGp6zqqeh6jAH506CjWb9qOHetHsL6c9z//SIi2SkPDyeUGchkFEyN5jBdz5r7zQtd1qC0dWrtNt622ef5uG+cg8f1bp2UxAWB+aQnZ4igK2QxK+Qxtv8SoQF3XoWdLyABo1FagFjRkFPhfA47tJ2d5z9/5vh9HDGHZbuvQATpGwyAKR/2q0s/8JQo3H76zk6o1dU641zTQdR3LDQ3zK03MV5tYrKrQjAurrtP7AoBcRsF5VQVb1RqenK1grJTDWDGHUt44x6v1wAuUKITlDgBHLf+fBnCF22N0XdcURVkEMAnA1bp44PgSznvfbdg8XsLm8SJ2j9bxYb2Fn2z8TVw+82X89MsfwBc3/AkqTQ3VJoUJMoqCrKJQpCijIKMoyGQUZBQYv1eQzYiLD324bZ1u89kMzt0yjvO2TeCZ28axa3J01cHUVuvIADi61MIjD57AutkMntNcxtWf/zEenVdRaWh4Jw7gd5HB73/hfoyV8hgt5lBtalioqlisdf59EdvQ3nsn3rb/2xjJZ1HKZzBSyKKQzSCfzaCQo9t8VjH/X8xlUcwZJ/BcBrlMBhmFHHZFoferKIDWaptffK1FJ4G2riOXUfC70ycxpmXxpdsfgqIo0JZO4n8A+Owdh/DF730fJ5cbqKstbFs3gteWDuKdAP797hmM7dyIarOFc46u4LxaDa/88PdxdL6Ktg7kswqeNjWGs7eM4dzN4zh3yxg2jhZQVVs4//RpZNQcbr3rCKrGiWxmqY6TS3XMLNVxYqmBpuaeM6ugjcMl4NPfPYh//tbtAIByIYvN40VsHi9h00QRm8eLKBey0HWgrQPnzN+L3wLwmXuWUVMzeCeAT3ztVvwgt4hqs4UbG1XccuAUrj/yExSMi2E2k8GJpTqOzFWwVHd25+4tjuGWO/bjf91xGyZKeYwWsygXchgtZDFSyGIknzWPOyh0PIojqNWmE25L19E2bv9w9h5cmN2IP/viz83XaLV11NUWamoLdbWNunHbNhZadNwax6PxXKp47rZ7uHokn0VNpe/JL2eO48sF4F1f/BHemjuK7UoDb/x/voON5QI2jhawvpzH7EoDR+dreFnlMVyTB97573uxAAqhZzMKzpos4+xNYzh78xhG8lnUtc721tQW1JaOrAJkMxmcU7sPbwdw3c8r2FBt4NUA3nXd9/BUax2JwmYLI4UsRgs5jJVyWJ9v4cO10/jesQy+deMBVNUWasb3vNpsodLQsNLQsFynWz/+MreCt2VP4oL3fgMjhTzKhRzKhSzKRdp35QLtx3w2sypapetAq92G2qYLqNbS0Wy1oSiKud9HCzmUi1mU8zmorTYqTQ2VhoZKo4VKU0NDbZvf7784dgyKksOXv/4AtLbedU541pKCawG882sP4/5iGfmsglwmg3wug1pTw7HTNVSMc92dBeDAkZN47PCDuCAPPOd/343xsUM4a3IUG0cLWK6rWKiqWKqpWKip5jlyj/IEbi0CH7jl57i93VkwTo0VsWf7BK7YWMMfAzg0q+HevU/ixFLdskBpYLmuYqXRwkpDRV11/t5mMwryWcX1fvtjN48XsUc5gs8C+Kuv3IXv6DrUVhs6YIrQretK2LauhK0TJYyVclA12g+q+U+H1ur+fj3z5K244NQ38Jld/4Sa2kZNbaGmtlFvtgAFnc/XuM1lFfN8IG7zuQwUwHze0dpx/BmA/3i0jR+f/Ll5vNea4jvbQkNro6G2cDtG8B/fuxd/f/utKOWyGC/lMF7KG7c5nIMn8D8BfG7vUzj44H3IGufwuUoD06drODpfxa+3DuMf8sC7r78bT4FyjkcLWWxfP4IdG0YwOVpEMZ9BKZdFMd+5Nlzx6DQuUvL48O2PoKm10dTaWGloOLnUwAljf9q/O4oCjBVzmCjlUS5kobbo75qWW7XlfZ6x88bsUVyTB174wdvM88dYMYcd60dwtfIwfgvAp37yFMrlBZxYrOOpxTpmlmp4aoF+rqktvDzzID5RAF71z9/BwzoVOo4Xc9i6jo6L7etGsHVdCcV8xvze/dqT/4bnIYd37tuM5X17u44NzThXqq02NON7bb1eNlttXK+3MTP7GN58960AgHUjeWwcLWBDOW+cIwvIZxU0NfE8bTQ1eo6soTuyioJfWb4dvwfgmp9qOL53H32m5udpHKttuj7/U+ZstH98C+ooYR3OwJ99/C7kMgqyGTo+W8b3Qm3p5nGvtXQo4lpjueZUmhpOV1Q0W3L1KH+em8Wf5hp4wf/+PmBctdaN5LF9/QiubU5jl6bgaz94THq/RyEsnaS8/ciTeQwURbkawNUAMLljN37virNwcpkcl1MzVOhww/QEZnPPw4tPfxP/3H4tlNI6jBXpbdBFQDd3AO0w60qKHI6OEIO5M6rNFr774EnzSzOSz+LcreMo57PGaruJK2p34eN54C1fPoiH9CW8LlvDc/JAbeEkzt18JiZGcth5VEVVG0OzpePJ+SoqTQ3lfA7rynmcsbGMC0byWF/OI/vkBXjW7O145flbUdPa5slJfIErDc08gJpam05WWhtNjU5czVbbN+2NDkjFvGC22zr+L2Ue8zrwse8/Cl0HNpc0/A8ARaWJC3aux6axIkr5DI4v1KAco1D4J38yjWmdfv7bQg3nZ1Scv2MdXn3RdmxZV8LR+RoeObGM+6cXcev9T3Vt142FWdT1PP72poPm/0YGoQAAIABJREFU57p1HbkVzz5zA7ZOlLBhtGAuCMz9Ynkf6ndLeOHTxjB27h40tTZmV+gid3KpjkPHl3DHUh11rW38nfL/t/fmYXLc9bnv++t1dm0zo9WSJVuWJVvG2ALjGC/BNsEGbAOBcAOJA+FCFm6Wm5xcEvLkZA8nySHJCVlwIMFkPSeExHKABHBYQgIGb0RCsizLq6SZ0UiWZp/pre4f3/p1V9fUXtXT1dPv53n0tGamp7uma3t/73fD2zNP4y1Z4G8OL6CUX4P3Q2Fw+gRqa2/A+r48Cigjk+9FLpPBUrmGmUX5rEcGi7j6orXYsaEP29f3YceGfqzrz+P8XBmTM0vIPjCKG3treNfOizG9WMF8XeyIyJmcWTKPNTnmoB/NfaFFZy4rj0OlcUyoEZyfa+S7ZTIKPbksRgfz6KnfMLLImYscU7PWHYtcRiGXzVguQOI+jA4WMTpkiu/BInryWZQqNZyfL2HumQHgn4CfvmkTLjpegCoN4tadozg3V8JLcyU8NTGDDf1F3HDpMG5c2gqcAD7xg1cjt2YzTkzO4ukzszg+MYvjZ2bq50w2o+oLpGIui0Iug5ohN/tiRRpKP3iijN1KwheLU2dQ6RvE+v4CeteK6J1bquDFl+ZxYVE6Jnx5LIsvnzuDvkIOvXkRcYM9OWxe04OBoojQwR5xWnoK2fr+V5bjp1ytYdczlyF/vIr3vWI9zhkDmC/JuTZXqmJ+SRZ98yU5BlzPo6xCISviI5fJwAAwPrWAuaVq/ThYMo/B/kIO/UURmwPFHArZDGaXxFXFwgU8b2zC33zzBeQyCmv68hjqyWNNbx7nttyMf5qbRc+6V2N/LVu/eZSqBkYHi/iuS4axbV0vtqztxegXh/D6jesw27se1UMF/PQdV+H5c3N47uw8XnxpHkM9cr1Z2yuvvaY3j4GeHDYt9QFfBd5/8w7ce8l1qBkGnpqYxZHT0zgyNo0HThzHj+eBP/nPMRysHYJSwIb+Qv042jncj/6iCCP5O2Vflypyw5PrlywsBos5rB8oYEN/ERsGCtjQX0BPPovJmSVMTC9iwlxcjk8tYe3CPPAs8PJNReQ2bKpHQCZnljA2tYCHn3kJE9OLdcfFi4wCcpkMPpT9MnZlHsGRo4dxvrBFjs9CFj05ee3Fcg2VamWZqKiLKMt1NmOeWwfUMUAB/3Y6h8fPnqsvKHvz2fp515MXA6D81BpcPVTDe3bvwmK5ipnFCqYXynKtmF1Cn+lmHj1bwsPnXpKIg2FgXV8B29b14fpLNuDmxYuB7wB/9v1X4GRmC06eX8CpCws4ZT4en5jFUqWKpXKtfl8AgP+eG8cl2QL+4j+eQ9EUyP3FLDYO9mDvpiHcfFkRG4d6MDJQRNUwML1QxrS5fdOLZSyUqnVDwyq2m8S4ed3Jmy61NnC0oWMYBnY8dww4DPzC7RdjujCKUrWGM9MinMtj86ggg9/6/In6fts4JAuIvZuHcMueUQwUs7jkwhngCPC+6zfj3NrLUakZODMtx8XY1CKeHJ/B5MxS/TX6i1m8B1/CY9mr8OJ8AblsBTnz2lvMZ9CrVP26aV1U5DMZ5HPy9ww8tQ67FfBTV+1GzQCm5kt4ab6M83MlnL6wiMOnplEzDSlt/uTN64PWGtVaDd89fxwl5PG1yT7k8vN1w0icW1W/biul8DwO4LUX/g6LmT480X8DNq/paRLBhYxc//Tv57LyuzCNMjEfZBHUl8+a514B6/uL2GAaBrlM8+JZKaBcNbD20ceBJ4Dfe/PlmKnmMLNYwcT0Ik5fWEDt5ALOljP40OccxiO7kISwPAnA2i9lGwB7Lx39nJNKqRyANQCW9WEwDOM+APcBwIEDB4xffIMlVfO5KvAJ4PfedRvQ8xbgvlvw6Vc9A1z/4wn8CcJiuYqnz8zi6Ng0jo7N4OjYNMrVGnZs6MM1O9bihvl1wNPAf3v9VVh30T7sfmkJeODj+Mu3XwJsvkpe5B8KwMn1+NSP+oTxHrkR+OdP49duGfIeDeaC1W2tWcJ/4kzKCe8Y1rjvQ0DfMJ595+sl1aBWBX4NeOe1m/DOm19u28bHgX8GvvCzt+NkZQ168llse/QRqK//K/7o+69x3K75UgUnzsxhaqGM3kIWVxzMoza0Bd98863i7BSy4cPI/zGA/aM57H/1zmDP/8oh4EvAl37peyV0/wc78M4ti3jnW68XW/83gDe9YhfedOOrAr3c6GAP9mwaBIa3Yqg6h5+/c2+47XfjD2eBjVfigbe9OpnX86GQy2DjUA+wVXIXr9/WA4wpILMWH3rLVc6/9Phh4ARw9eZeYN0aXLm1OYxbNm9krqkQAPDNE8BngX/4mbulYO3+D+OP79kO7HI5R154GPhz4FffcRt+dfdtof/OZQzuA44DP/2qNY10iBZQrRnmYtXj+P5wFZfsugxH7nmdyxOuwz1B3uw/+gBVQU9uAehdgx+5+ZJgG3muBnwVuGpTH3CpDHm4cfdI/cflFweAjwM/dcfL8PNXvQbDA0XvfRuBLWsdQp/TI8CHgbdfPYy3H3AuWqjWDJybXcJcqVoXOQXLDb0RwTE//0/+KfAM8MDdRWD/dyez8YfngE8BH/mRN5hFmB58dCPWDRi46nWXO//8WQD3A7/z9uuAnTc6P+fICeA7wJWjBVy5yadgCGiIkM98FurEGjz1M3f4/k5LyW8FDgNvu3oE2GDr4fgvnwYe68ehD7wW86UqNvQXkHM61p4VYfmW/euBnc7HeakiRlJPPgM1fgj46AS23fkLePDaiNfWv9kETJ/CT90WM93urz8CTO/BF3/0Vv/nPjMLfPKv0V+bwQ033IIbXhWymj0Op8QNf9OV65f3Dr6/D6iM4tA7XouhgNUxSQjLbwHYrZTaCeAUgLcD+H7bcw4CuBfA1wF8L4B/88qvdKSepzUirTkuehXwzfuA634kXPNTD3ryWVy5dfnNs85jTwBPA7ft3wGsWQfAPNGtxQiLHnPCrehRTROHIwlLpRSyCnA2gz0ozQFrd9RfA9mc5HZ49LHs7e3D7j6zkjhflEKOWk1audjoK+Swf5v1718C+ofQNxiyCttKoS9cVfjcpOwDnRs6vAeYNCvDgyTMuzGwUXJ3ksAwJMfyMjeB0UKsfdoqi3JOueHT9zCQ6Jg9A0DJBavPZWJV0/PH5TGxqnBrD9LWCctAeVgLF5rHOUYl12MW7wS83mh8GqTna3J+7NoyCqxZwQKeAAUa2YzC6FCI83banJBz6lFg//fG2Djra5qeiVdzdE3vusbMeyeCXIvqn0uw1nQSGcnG78aRFDqH32m/mv1SJT3AI986wLFRyFmuQ0cPSjuuy98QYYNNkiremTwWfE75Rdc12rutZOEO4F0kZnYO8dxHNmIvRQ3DqAB4P4B/BXAUwP8xDOM7SqlfVUrdZT7t4wA2KKWeBvD/AljWksgXa6UvIM1Gzz8HHP98vD8gDPa5yvV54ZabZNC5vRv3AVDSYX8lcepRp29SdqpO7YYCTO6wv1/cCtN8f7g+lnOTzWJpZA9w7mlp2eFUkBSUgdHmUZFxmD8nJ+xKN0cHGlXhpVmzkMmjKjznLSwDMTcp50om2zhnvITljCksg9y8g1BvFdXiyvCHPyqtRdyoluU4DiME3chaqsJDCUs90tGlKrw+QGEVtBvSIvDkIwm+5phcj4J85npeuBtB+1gC4cc6xu0fnBT62u9kXJQDjC9teo2An8HRB4EdNzTGLkchCWFZmpe58sMBx0nme0VcAsCmFRaW+lhx3U8rX7wDwzA+C+Cztu/9kuX/iwDeGutN5iYhrod5Y9r7Rqmm/cafAHtWyO63jnQEnOeFL04Bw5f6v1ahX8Y7jf9XstvoR3luubB062GlRVjW1scSEKERpC1KEj3xQjuWZ5cLy+qSLES0MI7kWI6KGCs5fIZhmTLr3Va61RDQ3G7Ir4+lFiJhpi3ZsQp9HWbx6mU5My7V/Ek0SAdWZl54pQR87uckgnKHS7wobM9JL3JFeb3KYjRh6dZuyD7ydaXIFsRlSqoqfHFa+hDmeoGxb5u9ayMsJu1Mn5JWQ0HSeXrXJ9PH0vrcoNi7f7QLLycs6ISnMO2GJp+S5uIH3h18G50oDsQXlueOAzDCda858G65J+iuAiuFVz/r8kKwe72Fzpm8Y3U9ABEIr/hhGYPk5RIkiRaWWlz1rJWLYVMofAooBrzQb9rf6Fm1UpQcLjhujmVlSf6+rGX9EWQknJUkVs75vpB9LG2OpV4xTh5b7jqHIcm50+3qYQlICkO+X8Y6+vax9BEiQZg721iEZfNy3niGwifks3ZItYhEcUjO2VY6lvoa4DWq1W2cYxRyPbJYWpwK3sMS8I84tKv/oVLxZkLbmTHD4JfeKp9TUtfZ6QDN0TXasXSbFBemj2VYx9I+CKNd1N1Gp/tLwMbbYdzsow/I4943Bts+N4qDctzEGWerJ76NuOTYOnHlm4E3/Wn094xKzsNZriz6D22w0VnC0p4Lds0PyQ3j4Y+uzDZUlgCoxsU5k5FV6ZxNWAa9cWy6Ulw0PV+81VTLckNZFgovOh9Q1aVmtxIIFxqtVeU1YjuW/Y3+ekFYFgo3V4xnjy13ncPQn2BItS4s2xAKB2RFXprxv2jozynMtCU79v3h1yR9Ziy5/ErA7KOysbXCUqdIeAlL7VgmkmNp9pNdCplj6Td5p12hcCD6TGgn9LjUfXfLY1K50TNjwfvO9q2XHrpLLtf3FuRY1klLKNxLGAfdxrrrGeAzOPqgjHD0a2Dvh16slWajv8bkk1K/sD5gYV07qTuWDuff6nYszy7PmejfAFz1VuDbf+cdckgKHTa0hkH6LWMdq5VwOVS6gOfMEe/nJYVb8+Ncj3vxjj18FCY0GnQWrB9hHMtqRZrWW4VMzxrJ15t8KqZjmWBIdeqkCDp7Bd5KURwUx9Ivx7K+v+PkWNpSE/p9xjrOTCSXX6mJOn1n7NtyTPmhhaV2ypxYNK9RSTmWeqRjpOKdlIXCAVNYJuRY6sKdbQdkUXHyW/Ffs1aT/Rv02PRrkt7SHMuUhMK9hHF5Pth1OKhjef45OV/33uX9vCDUCxxjmD5njwHrdyaTgtFqch77qescS0BymioLwGOfbP02ON2E+yzTd4JM3bGiE3RXarSj2zQGN2Hp5FiGCY3qm0Tcm1SYHMuFlwAYyxchw5fJCjKOY6mFZRLjAadelDB4EhN8olAYCJdjGbV4p7IELE0BA1bH0mFilZWZMWAwQccSMOeFh9xvk8eAj94kVaZ+aKE8M+4uRBPPsZwOn2OZyYqL4nb+tnMUYNiUFy/q1dtbgK0HkingmZuUjhhB3bC6sHQ51oPkWIZx66ykJRTu61gGECzZvByzfouOow/KY9wwONCchx6VyafChcHbiVeBVND9ZKHzheWm/cCOVwPf/LNgzkIcnEYB9llC4Ys6hypgztPQVrn4rJSwrLsRtuFvrjmWpeUCrC40AjiWpYTCavkQoXAtHuzHysjlwNnjwS7mbvQNA1DJhcLbkV+pKQ42Znh73thihsLt3RwAOWfcQuGVJbkRDyQ0J1wzMBreaX7h6/J44QX/52rH0qi6LzySzrFcjPh6uqWJE+U5CZd7jdtsFUk6ljOnJeUi3wNsuxZ46YT3YiYIOrweWFia0Qgvx1JlvT/rfFTHckGum+3G07EMGApXKtixcfRB0QPrA/Y79sLaki0K1bIcc34zwtOC236qluWatipD4ZWSrPbd+u1d9z5xgJ76XIu3w8GxtIbC645EwAu9UtKvaqUKeHS+iH0l65ljWVj+XCCYg1V3P2KGwgt9wdsNWfudWhm5THIKzz8rX0dxLLM52d9JhcLbKSwLA43PyuuiEbd4x2l/9A9L8Y5TK1v92Q4mLSw3ynvWqsF/R7tcQVpMWZ8z7RIOTzLH0npeRhKWHqHwdjldSRbvTJ9uCMBtZqPpU4/Ff00gvGM57yEs/Ra4XiFKNwzDDIWvYB9SN5JwLAF5npe4nh4DXnwY2Ht3+G10QudYLkXMsXzpGXG3/WaEpwW3/aQjCKsyFK6Fm1tfqj13Amu2A99ocTWV04Wgb9is/Ks2inDCXOg37QcmjoS74UVFHyTL2g31uuRWOAhpvboOknNXF5YxV875fjlJg7ynk0MGNCrDx8y53PYQf1D6R4HZmL0sK0sioNpVuAPIilz3X21luyFHx3JY9qcWWlZmWiQs+0ekkMIrt9OOLvgIspCwvq52tuwsXpDPM4pbbsf6GqGFZd7DsZxvn9OVdPHOoCkAt7wcgAJOxQyH6/zZoMU7QXIs/ZygTEaOmTCOZWVJjvU0hMJ9HcsQwtJr0fHkP8tjEmFwIH6OpR7I0SnC0q2lUzlAHrADnSEs3VwoTTYHvPI9wPNf8w4rL5wH/ug64Im/jbYdjjmWG+QkXrgQ3rEExLGsLADngg94j0w9NB20Kry03LEMk3NXrzBNwLG0vp4X9WPFtgjRuS66b2gUxxIIH1L9px8DfnlN879fN3M117ZTWJpV4UDAdkNRhaXD/vBqkq5v3q1wLIHg+25pptHGLEjqw9wkMGQ60G4FPItTZouyBPJqrfsscWHZJqcr6eId7SwWB2X8Ytw8y+lTkibQF7Dxtp+wLAdwLAFxi8I4lvVc+hSEwjNZ+cychHEljLD0yb899jlgw25gNKGcRr9Q+F+9BfjKb7v/vhaWnRIKd+s3qvdbSMcykQbpLcdPWALAy38A+NJvSeuhuz/i/JzP/6IUcExG7HtZcej5V2+SfrYhLMP0ldukRzseCtdINQr1qvAQfSyXOZZRQuEJ9LEEJEzn1zh2blKaa9sLJPqH5XcnzAr8qK7RwKjkzgRhcRo49PfAzpuA7ba52LlivJFjcbHm2Xq2G2pRKBwQl2+DrRWHFn6tyLEEghdenX4cgCHnclBhObJHXt/NsUxqnCPQfF6Gud4AIixrLvnobQ+FJ+BYVpbkemwNWW+9Vlwtw4gu7KfNivCg/VWzOdk3bsU7QULhgLhFYRzLpLpxJIVTRKxaMYdsBDzWci5DPDTnnwM2vyzyJi6j6FG8U5oDnn4ImPgOcOPPOh8PZ49JRCruII2Voh4Kt+2numO5KoWlTygckIKAl32ftB667VekFZGVZ74MPP5X8v+oN0nH4h2L+xLFsRzZI0Jo/DBw5VuibVdQ3ELhoRzLECMdywm1LtHbG+SmMzcpjoL9ZFdKXEtdkBHLsTwT7AZ1/PPyOX33B4Htr4r2fq1Cr8gBH8fS/FnkUPiknDNWIevpWI5LQUOccWxOhB3rqN2tS28FnvmK//PnzgIje8Vp9cqxTKJwB4gZCvcq3ml3KDwBx7IesrYIy20HgMf/UnLf7IuZoEyfCt4cXeM11jGosMz1hHMsSy7X+XaRcxDGlZD59375t/aWZnHJ9wNQzsJy4ggAQ46zU48AF71y+XMmj3VOGByQ+6WTeA+7n/TLJbRZrSWIYwmYrYcWgcc+0fz90hzw4E9Ko9LimhitUxwcy/q88LNmPoYK5yDkipL/txIFPK6h8F6XPpYOjmUuhNAoJbRyrjuWQULhHhcYa1gismO5UT6rILk3Rw/K87c5XHjaTZOwbGG7Ib0/rCK8Liwd8h1nxkUE6glbSRG2uf2pR2Xk6shecZy8FqOGYXatGJb8O7cm6YsXkmk1BMQMhfsJy3aFwhMq3qm3GrKIwK0H5DFOOHxmLHzjbT9hGSR3za9wxU47m9w7kXcQxno/B70Oey06dEuzJIVlJiPXSKcG6RM63U4BRx5Y/vNaTTqQBJ0Rnhac2g6G3U8mnSMss8Xmm6ETo3uBnTcD3/p4843gS78pVvld/0vcszg9+ewfsD0UXhwKP4pu05Ur03LItUG6l2MZp4+lS9/MsNRzLAM6lm5ul3UFGdWxrAsUnwKe0jxw/AsS7k5qNGGSNIXCvRzLnIz1jCwsHfaHNRRuZ3Y8+fxKQEJb+f5gwtIwRIBse0Wj/6ZXZXhpVs6f/hERHq7FOwk6lvq8VNnwzlQ271MV3ubiHaduAWGoV29bimxG98r+j1rAYxjyuoMRhKVbmyOn+4kTYR3LpLpxJEXOQRiHTZPyEpZBIppRKA46Gwjjh8SguvQ2aXFkP16nXpC/t9WpbUnj9BlHPJZSeMdzYHZyuevhxnU/Ihd2XSV26lHgG38MXPsu4OJXe19U/ai6FO8AjVB40B6WVjbtl9XwnENoMElKcwDU8oMk1yPCwT7TtrLkPnknSDFHYjmW5o0uSJN0t36nQENYZvLRHbGg03dOPCQ3yX0JTIFoBUWLsPS7aGQL8ULh9v1R6JebjVsoPOn8Sk3QwqvpUyJwtx4IVvRjjagMbpZz2UkctSLHsmcofM5gxq94p105lr3SMy/OXHrAuS1QJivV4VEdy8UL8tmEdSz71nsU7ywEzLF0iSi5kbZQuJdjmUS7oaARzbAUB51D4eOHgY1XyLX9wvONglBNlBnhacAxFB6t73NnCEsvF8rOZd8DrLtYWg9VSsAD/4/cqG7/Ffm5VxjID6cVZq4IFMzWLVEdiY3mBJ6JFruW+qZhvxG5NcH2nLwTIsdyRavCvULhprCM0+4laHXxkYPiVux4dfT3aiWFgDmWgBwDkYt3XPZH3wZ3YdkKxxKQfRekeEeLj23XBnOorS2VhrbKxdguJgyjNTmWUV7Pq49lu0PhehviMDMmjrx9kb/tWnGbwk6xARp5s5FyLBNwLMMIy7SFwh0dy5DRrECOZcLCUk8ns1KrSdHOpv3AntdLxOCIbTLX5JPy2CkV4RqnBUxEc6iDhGXAgyaTBV75XuDFbwD/+F7gzHeAN3y4cQGOJSwdciwBKRSaPytVwFEu9LoyfLzFeZalWedVrFsPK6dZ4frrQH0s50WUxM2Xs1aFe1Gak4uq2yJkzTZxP+PMbq1XF3sIjUoJeOpf5MKTTWl9nNWx9G3SXIjWbsiae2inf8PyUHilJOdRy4TlSLBQ+MlvyXG7cX8wh9raUkkLD3ueZWlW3LjEcizNYziSsExxKByIn2c5fcrZWdz2CqBWXu4wBXpNh/B6EHrXiVNtjwYBIraCpOS49Rl2I3Wh8KKHYxk0x9KjY4Bbi7m4FAeXN0g//6zcYzZdKdewi29ojJLUnD0meqVvfbLb02qcxHuQefYOdIiwDFnxdfU7REB85x+BK94M7Lmj8bNsPvroR7cVZt+wJRQe4ULfPywhtFbnWbq1EnEryIntWC4k07qkXhXu41hqoaLFgB2lJO8ljmPZu15WqV5C49mvSG5OWsPgQPCqcMAMhUdYjC3NyDHk6FgOL3cstZuoXeGkGdgYTFieehTYfJWIt1DCcqQhPOzCMslxjkACjqXD/jSMNofCE3Isp083F+5o4hTwzIScuqPpXQ/AkOISO5WlYOLPqaraC7dc+nbhFMauhHTCvNoNrWQoXN+jdZRx710iJHXfSqCzZoRbcSrirRfvrLYcSy/Xw43etcAr/2+5uNxha2Ia17G0t98BZNvmLMU7UViJ0Y7l+eVzwgH3HlaOs8JD9LEsJXSTCupYBgmJbL8eWLs9+rZkMpJqcfzz7guUIw9IqHnXLdHfp9UE7WMJRD9nvC74fRuWV4XXp+6EDDcGpX9UwpJeIrlaBk4/0RAh+V45p70caqtjord9xiYskxznCDTOyyjXG7dQeLVkzgVuY4N0IAHHcszZWRzaLN+PUsCjFwph83/rYx0dwuHlVjmWCRVNJoVT8VHoHEuz6NZpQl3Q4t6wFIeWC8uJw1LMOLpXvta9iHU43DBEZHZaGBwwc2HdindWm2Pp5Xp4cdsvAz/xRKOqUxP1Jlmrye85OpYb4jmWgFjrk8eiOUNBKc06X2zchKXTrPBMFoAKnmOZxE0qaB/LICGR238NuPdB958H4dZfkpXr1x0a8VcrwLHPSq5v1MrzlSCMY5krRguFe+2P/uHlxWr1qTutciwDpDGcOSJuyrYDzb/n5VjOTkqVaK5ohvHVcsdysVWOZQShms05n7/tdrrqjmUMYVmrmm2BXBYnW6+N5lhOn5aFSdg0mvr0nQvLf1ZZCuYEhXUskyqaTAqv3L2gTpjXosOppVkSODqWh0U06u0Z2gxcdB1w1Gw7NDsh7nQn9bDUeBbvrDbHMqrNrZSzys7kohUi6Bur0024b0Ojj2XUG8fGKyX/5+wx/+dGxTUU7iAsazWZzmH/e5Uy2xMFrApP4uKWycqK1K+PZZBjJZtrNHmPyr67ZaX65d9aPorzhf+URUaaw+CAzbH0WY1G7aTg51iW55ovZLPj8tgqx1KH2L0KeOqFO1ZhudGneGeysYDN5uX59pZD9eEJCTmWOnIQNRRec9if7RYkdfEQIxQ+Nymuq1vIetsBqeQNMzMeEGEZtnAHaOTZORXwtCrHsjQn+zgt+d1e/RHDVIVbf89K2IhmUPTYW2uHh4nDjTC4Zu8bxWh46dnOmxFuxSllobwgminksdQBwjLhiq+ojqVX2X3/sCk8jRiO5VXy2Mo8y9KcSyjcIcdSC2mn0L9XVamV8lxyN6lCgHFvWsgEneUbFaWAO39Xbu4Hf6I5Mf/IQVndXXpba7chLrlCQ5wEqQqP0m7IT1gCzXmWM+MSZko6V0oTZPrOqUfl+Fm7o/G9/hH/HEvrNg9tXj59J/Ecy5jC0un8bXcINYlQuBb0bkU2UfMsp0+HL9wB3OeFVyuycA+UY1mUG37Q/p7tzJN1wkkYRxaWDveAMMW9YSgOAkat8Z7zLwFTL0p00creN8rj0QctM8I7VFja91NlMdKx1AHCMuGKr6CiyI4OUbs5lpoofSwBGTOW65VWBq3CTeg5OZYVD4c2G7BKOKniHUCKsYLkWBYGVmbW8dBm4Ht+HXj+a41JT7Wa9E+99Nb0JM57URyQfe8XQvJajH30JuA//9D5Z3pR6CT0nZqkz4xLuDHpqTuaIIU4Jx8RV8v6mfgb+525AAAgAElEQVQV/cydbb4+OU3fSTrHUh9fUSpPsy59LOuh8A4u3tGC3s313nK1FN+dejTc6864FAT5oe8NUyebv183KgI4lrleEThB71tpE5ZOofwo7YYA57ZLSY9z1Oh0IR0O1/fmjfubn7fuYplTfvSgRByLQ63rbNFK3BrZRyh27Rxh6VbpGxa3i6ofXo6l9cYZ1ZHIZEVcnj0e7feD4NZKRKcMWFcr+jNydSxXsHgHMB3LAKHwVoRE3Hj5DwA7bwK+8N+BqVNSFDAzJqHyTqAwEPDG5rK/S3PA2LeBw592/r25STkfnPLS9DljdyxblV8J+I91XJwCzj7VcLU0AyOSN+UWjrQ7JoObHYp3LkDGvSbkWPatB77/74GXvT3877qdv6kJhcdxLH3aAhX6gfU7JZc2KOUFcRzDVoQDsp+2Xgs88TfNkY36wj2AY6evz0HzLN1SntpFvlfcWWuxY3kBgAqeh+626NDFvfZaiiTQhXF1YWkW127av/y5e98obcqe/aqEwZPO91wJ3BrZhyzcATpCWHq4HlGIHAr3cPD6ExCWgMwmfumZ6L/vR2nOWVh6OpYOB1UuYPuZJJst5/sCOJYtCom4oRTwxj8QJ+EzPyPV4Jm8FO50AsXBYKtRt1D4lBl2HHvCuThhbrIh5uz0OwjL2fHW5VcCcoEsrnEXlqceA2BII20rXrmZtar8DU2h8C0iUq05wVHHvXpx2WujVcJmXHJm291YOxHH8pT8fdYokp2Ry2UBEfg1I/aw1Fz3I8C548CJf2t8T4vEQAs7h4W/F2l0LIFmYVxZkHtDUAHmtuiIWtwbBJ02psc6jh8yp2s5LH73mmbC2ac6MwwOyCKnutRceV9ZCF24A3SEsPRwPaIQORTu5VhawlFxheX556L32fSiVnO/4NRPfGuOpUfoP6g4T6p4BxBB7Jtj2aKQiBfrdwGv+SDw1OdkRv2uW5LLo2s1hYGAwtLF5Z96UR6NGvD8fy7/udf+0Dd+eyi8VT0sNQOj7sU7ug3Nlmtsv6OnLTn83vxLAIzlwhJozrNcuAD0puS4cA2F61GAHexY6opwLwE/fJks4IN24KgLy4iLnn33yDH08J82vqevtUEW3vUwcMDPJW3Csr5fLcK4vBDOdMi5HBut6mEJLA+Fjx9aXrijGbms0buy02aEa/IOBlN5cbU6lgm7UJFD4R4OntVNjdrHEpBQeK3cuGEnSWUBgOHiWOriHQfH0jEUXgzRbihBYelbFX5mZUPhmut+VOYQVxbSXw1uJahjmXPZ3/W8MSUhIDteqQk9ayXXTfeyrFZEZLbSsQTM1kEuwvLkI+I22PMg9fXH6feccsDrwtJSGZ7kOMe46MW1vRik3aFwN/EQhunTwKBPyHrkcgnNBo0O6TZYUR3LXAE48G7g6S8AZ5+W75Vb6FimLRTu5FiGNR3cFh314t5WVIVrYTkr58vkk85hcI0u4unE5uiAJWJg1QHRzKEuFJZxq8IdhFZxsCHA4rQTWX+JPL50wvt5Uai7EU7C0iEx2iu5PKg4TzoU7uVY1mrtcSwBacXwpo9KbmWn5FcCkp937Q/5Py9bdHZ3pk5KFffFr5ZpQ3a8zt1MRpx+HQqfOwPAaG2OJeDek9IwGoU7y37HYz68k2PiNH1n8UJyrYbiki0AMJY3m253KDybk22LFQo/7Z8LqR2loK3d9AIhzqLnwLslRP/Nj8rXYXIs6+6+R8srKx3hWM6HKwpx63Gqow+tdizPHpd7npewvOZemfS3/frkt2UlcFwALK7W4p2zya5GsnlZrYbFy7FUqnHyR60KB8SxBKQfVtLom0ZQx9KreMfNwbJSLcvnnNTKueBTFb54QfrXtUNYApKw/bZPpseVCsL+7wWu/zH/53mFwge3AJe8RoohrI5etSJhYq/9ofu/Ag1XKOxkk7C49aS88Ly4p1uvXf6zQI6lrXgHaC7gSZVjafZxte/TdofCAbPlSURhaRjBhKWeijIZMM9y+rTk5hYdWrUFZWAUuPItUsSzOBUux3Kd2frqwvPB3ittwtJNsIQxHeoFprZjo6WhcEvxjn2UoxNrLwLe+hfxNEA7SSJlwaQDhGXaHEuXC0HfsLTEidN8e2CjvIa96XYSlDzcCKccS892Q3n//CSv94tC3qcqvJUXmG7HbfLO1ElgzTZg583y9XP/3vjZgs499FgUWueF18c5tlhY9usKb5vz4dQYXZMrSD9Cp9xMpz67hT5xJ62O5cKF5FoNxcVNWLY7FK7fO6qwXLwg4sVPWBb6gTXbJbQZhKjN0e1c9z6ZfvbE3zTuJ0Fu2msuksjA+YDCMm2hcKeuI2HFr36uvd1Q0sW9VoqW4p2JQ6Idhncn/z5pIecg3ivR2g2lpDW/C04Vl3HRwtIwwrUE8CreAYB+h9nHYVHKrAxf4VB4Nif5bo6OpZOwLEreiRdhG+D6UfCpCk+63ylpkHXpAjD1orTm2fwyWd0/+1VxZYBgQr9/A3DmqPy/Ps5xBRxLAPjGHzc7iMc+J2HJ0Svcf88tFK6yy8PcQ1uai3cWp1IWCsfyIsbynIRr406mikO+N3qOZb3IJkBboJHLQoTCA7igQdh6jYz/e/ijwO2/Kt8L4lhm85JeEcqxTFEf3ZxD8VF5IVyvX7cG6UkX91rJFeVcWZqRUY6je9t7brQap16hYZ1lk3QLS6eKy7jo0US1SriDxKtKGjAt8gR6V23YJQdx0pRMIeh2Mtu77tcdy4h9LOsNcBO6wOX7G60QnBpo07FsHU77u1aTdkNXvEnOqR03NBfwBNkf1lD47AQA5d6eKClGLpf3eehXl/9s92vdR5f1jziH0HWBkr0KeWhLIzevWhbRlhphaV737GMd0+B05ftiCEu9OAkgAof3AM99zf16YmVmDBjdF22b7Fz3PuBT75YpLUDwVi5rdwRzLA0j2dz2JHByLCsL4UyAupvmUBXeymu+nhc+fgi47HWte5804FQgVYkWCk+3sGyFC1VfrZfCCUs/x/J7fiPedmnWXwI8+RnJUUty1qvfpINc0eZY6qpwByHt1jDb8f0SdCwBCbE75bDUQ5ItFibdSK4oIqRWawiouTPyvTXb5OudN0nLpQsvSq5RkFGsfcPSeLpWlZt3/0jr5xtf9Arg/3vO+fjt9ZhiM7DReVqLW8HY0JZGXlbS4xzjYr0GWkmD0xUnFF4f5xjEsdwj17sLL0jDdDeqZWmDlYRjCQB77xLhe/gf5OugDcLX7Wjug+lGZUnaf7V7gWDFzbEMc29QSl5nmWPZ4oLN4iBw7mmJRtpHOa42nIp4V2XxTitcKLeLqh9eOYdJsuEScVOnXkj2deuhcJcE9FyPLcdSO7QujqXf7Oik87X8mifPTQJQ0UbcEW+cHC7damjNRfK4y8yz1K5lkEVh/zAAQ8TlzMTKjUHrXSvFFPZ/XqLWbayjW0ulwS3y/Eop+XGOcXENhafA6YodClfBjqMRs4m1X6P02QkARnLCMpsHXvHDUmgIBP+81+6QxZdfy6GkI0VJ4JhjGcEJc5pl3eppa8VBmagDeBfurAbyNlfYMCI7ll0oLHXiesgm6X6OZVKs3yWP5xKewFMPhbs5lrZ5rl6OZZAm8/oCl2RVOODey3JuUkKrrZoz3c3oY8C6mNC9VrVjObJXHEirsMzkvMO/1ibpM2Ppnq87MCLhbHtusVsobmgLAEOmCS1qxzIlwjJjCminqvB2O11xHMuZ0+YCIUAkql4Z7pNnqcPrSQlLQFp86XMqjGMJ+Pc4TjpSlASOVeHz4Se6OKVJtDoUXhhsfKar3rG0NUivlsT9pmMZgLiOpZPQSpJW9bIsexTvAB6OpZuw9HEsSwlf4II4lsyvbA1O50zdsTSFZSYD7LxRhKWe39vnkHtoRQvL+bPiDKVaWLqMdfQKhQMiTBYZCg9MXMcyqADsWy9pM77CMkR4PSj9w8D+t4rAD5NjCfjnWeopMWEKY1qNU4P3KEUh9lZUQVqaxUX3slxzkXSGWM3YC6RiFOCmX1g6VVzGIbKwXJSKySRn/ToxMCrh6qRnhtfb/7gJS7ccS7c+lgEdy8Qm7+gcSzdhmXC/U9Ig5yIsi0PNYmnnTeIanTsRLPdJ76/ZCTnXW93DMg4DZu6uNRxeXgBKM87HnXX6js6xTF0o3NbPNxWh8JjFO0EKdzQje/wrw2dCFASF4XW/CfzAPwavZtaO5XmfHsf6vrHu4sibljj2kZS1WrSJLvme5mNjoQXFvXa0sFztYXBgeR/LMC2xbKRfWDpVXMYhcih8qfVhcKDRcijpXpalObmhuOWRLXMs/fpYrnSOpSmI3XpZ0rFsHY6h8JMNt1Kj+1k++5VguU/asZw8JiGXVk/diUO/g7D0iqjUm6SPNXIsU+NYejRIb7fTFadB+vSpcM7iyB5pkm4fbWl/zWwx+dztnjWyEAvKwCbZDr+WQ9qBTVO/RXuf5KiCJd/XHE5fiRZzWlh6TdxZLdiLrOpjR1edsGxBxVccx7LVhTuaVvSyLPvcNOyrQa/JO3pWuNcFecUdSwrLluEkRC68sFxYrt8FDG0TYTl7xn9/aGGp22u1ek54HJzGOnoJy951ckGePp2+HEvPUHi7cywjhsJL8/I5h2lkPrxHmuXPjLs/Z3pMXjNMz+NWkMlItwW/UPjZp8RdTcsiBjArui33l8jC0nZsrESLOd0kfbXnVwKmvlEOjuVqzLFMejXiVhHpR6W0Mo4lIJXh558Pv41elOa886ecHMtswfmCWp817DEaM+kk8rxH8Y6uvKWwbA16QWUPhduFpVLiwjz778GEfq4o4fQJU1imORTetwGAsjmWHi2VlDJ7WZ6WYzNbjHSBbgluUZu0hMIrixIuDYMOWes57UEIMjN8+lS412wl6y4O4Fg+2fi70kSupyFUot4b7O2GgrQ0i4se69gNoXC9AKg7luZnvfocyxa4UHGqwlfMsbxE2lFcSLDlUGnO27FclmNZci9Ucsq5s9OKyTuAcyhcTzxijmVrqIfCzf1dmpP8JruwBERYLrwkF6Ug+6NvfeNmmebinWxO/p45p1C4y9+phWWaxjkC6Q+FA80hzyDoIpswrvfI5fLoNjN8aRY49Vh6wqB+TdINQ/4W/XelCavbGDVNyt5uaCUcy8tfD1z/fmCdR6/T1YQ1clletY5l2kLhK+hYAskW8JTmvFuJODmWbonl+jP0yrMszcmFI6kQUt4jFM6pO63FLkSmzJu47mFpZeeNjf8H2R/1Gb+qUSCTVuy9LP2OO6tjmabQpD5/rX1J6xNb2h0K1wvIsMIygmM5sBEornGfGX7881LEuPeN4balVazbIeF+nbNrZ+qkLLyHV6ljaS/sCtLSLC4br5DhJ60u2k0LOYt4r0Svk0jvp2XUpPdi0i5UxmW17kdlaWVzLIFkC3j8Wok49bF0cyyDuL5RGuB6oZ0Up8R+CsvWUg+FmwsJew9LK2u2NVpmBdkf+vzuH07/HN7+keWh8Hy/u8s3uFlCtAvn05NfCTinA1VLEiVpeyjcZSa0H/W2QCEcS6XMmeEujuXRg7LPt18fbltahV/LIR3S183f00STYxmxJ7S9sCtISzMSjnyvJRQevXd3eveIzt/rxlB4/4g0Zg1bwGMYwKFPOU9n8A2FO/SxdHUsbULDifJCsj3xsnlZFDjlWM4xFN5S6g61dixtPSzt6Ck8A0EcS7OAJ835lRonx9LrmBvaKq7guRMpcywdFtf6vEpLKDysYzkzJp9x2O0f2ePcy7K8CDz1eQmFpmXogm455JZnqUP6aQyFOzqWMdsNtXqcYzdiTTdYle2G6sIy4fBYnAbpKyUslQI27AofCn/h68A//DDw2P3Lf+YbCnfoY+nqWAYogCrPJe9+FFymctCxbC32c2bqJKAy7vls++4RJyFIXpIWlmnOr9QMjEpVuO6G4JcDXu9leTJdOZZOUZukuzhExW8QghvTp6MV2QzvkbzZ+Zeav3/i3+QalpYwOODvWE4+KfPu07jAtgqWqPn3ut1Q0/mXwr+1k3Es3llNjmW1VY5lB+RYAhJODBsKf/Gb8njk4PKf+bYb6pXPpGbOsPVyLHMBciyTDoUD4oC65Vhmi42eYyRZloXCT4qodAtd77oZ+LkTwXr/6RtDmntYagZG5TNYmpavfYWlRXinPRSedN/ZqER1LKdPR2tX5TYz/OhBcUAvDtFrstX0rpMqZTfH8uxT6QyDA86CJUrxDtAwQIK0NCPhcEpZWJ2OZdLthuI0SF8hxxKQPMsLL4TbzlOPyOML/wnMTjb/rDTrk2Npa4IdyLH0qQpPOqxW6HOuCp81b/Dt7jW3WrGfM1MvuofBw1J3LFPcw1JT72VphsP9pj1ZHbRUhsIt15Z6KLzdwjKOYxlhOo4WYtZweLUMHPsssOfO4JNxVgKl3CvDDcNsNZRSYekYYg2bY2kr7GIoPHma+o0uNL4XkhQLS/Oi17I+liEdy+oKTd7RbDBbDvk1xLVy8lFg9AopfDr2meafleb9q8KBxklfKbkL6XqOpcdnWGpBKDzf5+5YBsnnI9GwT95x6mEZFV0VPtABjqW+ielwuJ9j2T8iI2mBdIXCna6BqQmFR3Asq2XZJ1GE5ZrtUglrFZbPflUqr/feFf71Ws26Hc6O5dxZKRIbTqmwbHIsI7rj9Znj83J/Kc8xFJ40+V5LLuxqdSy9Ki6j0gk5lkCjsjZoAc/UKZnTfM0PSiNdazi8UhKh7tfHErA5lm7FOwEq61sRCi/0L3cyyovAmaOdIUw6Fes5U6tJBa5Tq6EorDFdPZ0/lmasjuXiBblGeQnLTLbhxKbdsUyNsIzQbujCCwCMaDmWmQwwfGlzk/SjB+Xec8l3h3+9VqMdS/vUszRXhANm4U0C7YYAeZ2VaI7ejVhD4ZUFufZHKF5Lt7BsxWpEX1S9psY4sdI5lmF7Weow+LYDstJ+9ivSmBlohI89Q+G2xsRes9HtItQJv/ZGUcj3La8K/+pvS3HEde9L9r1IA2tD/Lkz8piUY7lpP/CuzwGX3pbM67USq7AMemPTeZZpyrHMZKX4qqkq3LzZtz0UHqHd0LHPyWOY2dtWRi5vOJa1KvDkZ4DLXtv+1ktOrNsh12hrdwKgsf1pFZY5pzY2EUY6AnJsUFi2hqbq/cVIU3eANAvLqo8bEJVOcSz7NkiidtACnpOPyN+2aT+w724Rzk/9i/ysftMI41h6tRsK0seyBePh7FXhY/8FfO33gavfAVzymmTfizSwhsLrrYYSciwBYMd3dUYvut51EtqenfCfuqPR4dk0OZaAXCtWSyj86EG57q2POB1leI/kDS/NAi98Q/ZtGsPgQMPZt4fDJ48BhYH0jJ+0Y3css8Xw57zOySwvsBNIq2gq3pmPPIY2vVfzWjk9wtIwRMW7FbO0AqWkgCdoKPzUo3JxzRWBLdcAg1sa4fAgPeqW5Vh6Fe8E7WOZ8E3KWhVerQAH3y8C/LW/nuz7kGas54xXc/TVTiYjleFzZ4Lf2PSNPk05loApLNMcCg/oWE6PAS8+DOy9O/p7apfv3HERqdkisPu10V+vlaxzaTl09phM3ElrAaPOsTSM6GlS+tioLARf2JFwNBXvRI/SplhYtigUrvMFwlRb1ypSELOSoXBAwuFBHMtqBTj9OLD1gHydyUj/tRMPySq8Hgr36WMJBHQsffpY6vFwSYfVrFXh3/gjYOzbwJ2/E6ytDYlOJiOj06ol/+boq52BUTMUHlBYpjHHEpCog3WkY1pC4bkiABXcsXzyn+VxXwyHUQvLM08CRx8ELr0VKA5Ef71Wsna7PF54rvn7kyluNQRYjIul6KNDrW42hWVryPfJdaFWjWUOpVxYtsCxVGp5GMgP7eKtZCgckAKeqRcbE0/cmDwqJ+u2A43v7btLtvvpLwRzLO0hKC+H1q+PZWVJhHirqsLPnQC+9JvA5W+QsD9pPdliIxReGEyfUFop+k1hqdt56XZJblxxD/Dqn5bq4zSR1lC4UstnQntx9KA4dXFE1fpdsnD6r7+TwrS0hsEBuYb3jzY7lotTUriZxhnhmrwlh7+yGC3EanWz/capkmhY0w2i7iekWVgaRuvyJ+xhID+0gFppx3L9LhFobg1xNScthTua7ddLK5cjB6PlWHq2G/JJJ2jVTarQLxemgz8hQufO301v6Ge1kc3LOaNbDXXr567HOs5NypSTbM77+Wu3A7f9cvpySDP55aHwTD4d89rtM6HdmDsHPPcf8YVgNi+L+Ge+LAJzz+vivV6rsbccOntcHtM4ylFTbxW0GN0Jy9lyLOlWJk/O0oS+vLAKi3eAFgrLfGc4lroy3C8cfvIRcU6sI/QyWZlze/zzwII5rixMjqVnuyGfPpatmuKhX+/5rwGv/bXmySakteSKckwk2Ry9ExkYkRzL2YnOLhywXwP9+tyuJEEdy2OfkV6/ccLgmhHT7dt5sxRppRl7k/S0V4QDzVNzohZ2WltR+fWQJdGwOpblhVXoWAKtW5GEDoW3y7EM2Mvy1CPA1muXu0j77pKJOzoPyTPH0pIDYxhmjqWbY+nTx7KVjiUAXHyj9OskK0e2IC52ks3RO5GBjZKmc+7pzr6xLQuFzyXfHiwqQR3LIwdFZG26Kv576sbiaZoN7sa6HXIe6rHHk0/K/kxzL1ircRG5eMeaY8mpOy0hZ/mMK6ux3RBUCkPhK+xY9q2XXDavXpaL07Ji3Xpg+c8uvkl+/5jZdiiQY7nQuOG4OZZ+fSyjNsD1Y3SvhBbf+AfdG4ptF9mC5HLNn+tyYTkqj2ePd3YoLptvCBOgNQMNomJteeLG4pSErve+MZlrwa5bZLBEJwjLtTvEqZ0+JV+ffQrYsNs/LaOdWEVh1BCrvXiH09aSx5oLG+OakF5hueVlwOi+1rx25FD4CjuWSolr6RUKP/0YAAPYdu3yn+UKwGV3NKo/AwnLJX8hnfHpY6lvCkmH1i5+NfBThxopAmTlyBUbC5wke1h2Gv2msDSqne2Y2B3LTguFP/Wvcl1Lqnhv543AT367MxYL62y9LCefbITy00oSjmUmK8dteQ6Yp2PZEvKWXNhVWbwD1bqE98ih8BV2LAH/Xpa6cGerg7AELPlHylsY113IRYtj6SYsM2byv4tjWQrQ3oh0Ftk8cP5Z+X9XO5aW0aGdfGOzL647LRR+5AFp5eQUqVntrLX0siwvyGOaC3eA5Y5l1HtDvheYGW9d15huJ2dzLFdfKLyF2MNAfrSreAcQd27qpHvY+dSjwIZL3RPOL3mN2ZZhwDtkZK3aqwtpl1A44J1OUC/eSUlojcQnW2ycB10tLC03s05wt9zI2qvCOygUXpoDnn5IwtZpq7ZfCdZsk5GcF56XXF8Y6W41BDQ7lpUYx1q+z5wNDwrLVrD6HcsW0kmO5fBl0nLo2a8u/5lhiGO57RXuv5/vBfbcAfT79NvL5qTVRmWx4UR6TRrKeXyGdWGZEgeExKeeb6saYwq7kZ61jc+ik29sjqHwlJyv+T5vx/LpL4o46YR8yFaQzQND24Dzz3VGRTjg4FhGFJa5Houw7OCFXVqpF+/MyTlIxzIEkRukr3COJSAtg9ZfAnzmZxohZs2FF6T1iVsYXPP6/wn8wD/6v1eux8yxND8bP8fStXhHh8JT4oCQ+OhjYXBzOnodtgulGuHwTheW1sk75bn0pK74OZZHDkp7te3ftXLblDbWmS2HJo+Je7nh0nZvkTdNOZYR2w0BcoxOn5b/d/L5l1b0flmcbv46JN0pLDO5zmiQDsiOvesPJezxpd9s/tkph8boTvSulVxNP3LF4I5ltshQeDehj4VuDoNr9A2tk29sqQ6FexTvVJakcOfy16e7CrrVrDWbpJ89Jv2L2xFNC4NVsMSZypbvBWDI/zv5/Esrer8snG/+OiTdKSzDOpbVNobCAeDiG4AD7wa+8cfAyUcb3z/5qIjdjVcm8z65XjMHRjuWXsLSo3inHGDSD+kstEtJYdlwLDu53UmqQ+EexTsnvgSUZoC9XT7Kdd0OadJ/+on0h8GBhimjh3VEDLE2hI6SyVckWer76Xzz1yGhsAxCOx1LzW2/AgxsAg6+vyH8Tj0CbH5ZcqHJZY6lRyg8V3T/DEvzEp7x+n3SWehFxtoubjWkGRiVY7s41O4tiY51pKNhpCwU3idVv04RkScfBIprgJ03rfx2pYm1lpZDnSAstSCcf6n566iv0xdgnCoJT92xjLefulRY5kOGwttYFa7pGQLe8GHgzBHgP35ftn/s28m226jnWAZwaLP5hsC1U16Qwh02MV891EPhFJZ4xQ8Dd/5OZx/f1nZD1ZKEJ1PTx1IXEDi4licfBXZc753/3Q2ss0zZGe4AYZnNAyprESwx2g0BDIO3imwBgALm4zmW3Sn5O6l4x8qeO4Ar3wJ85bdlAk1l0bkxelTqjqXP5B3AzLH0GOmYlnwtkgwMhTfY/DL518lY24Wlre+stYK4Z03j++VFmTKz9w3t2a40se7ixv87wbEEZL/GzN2rH6MUlq1BKfmM6/sp2jWhSx3LKCMdlRT9tJvX/Q+gOAAc/An52qvVUFjyvbY+ll6OpVe7IQrLVUeOxTurCus1sD6CNS3C0twOexeMyaMy8SipnPJOZmBjw+hIew9LTa6YXCicrYZaR77HIiyZYxmcKCMdcz3pCH0NjIi4rC7JeLkkQ5PLHMuofSxTVAhAkoGO5erCeg2sj2BNyTlrdSytjB+Wx037V3Z70ohSErUa2iZGQyeQS8CxzDEU3nKs+ylikVUKLLg2EKV4J03tHK56mzQJ7h9JVuzmeoDKZPDJO259LBenZNIPWT1sPQDsukUahJPORwtLw7CEwlMSZdCOpV1YThyW3O11O1d+m9LInjulyKlTyPfIOEYgAceSwrJl5C1N6CM6lt0rLMOckNqxTAtKAW/5s+RfN9cjEy0C9bH0SCeYmcN7fGkAABp1SURBVOicvB8SjCvukX9kdZAtADCAWjWFoXCX4p3xQ8DGK7pzjKMTt/9Ku7cgHLleoDQr/49dvMNQeMvI9TaMN07eCUHoUHgpXY5lqwg7ecetj+XMODC4KfntI4Qkg05tqJXT13fWybE0DAmFb2J+Zcdidb+iGjV0LFuPdT8xxzIEUarC0+RYtoowk3dyLpN3SvPA0hSFJSFpRnd8qJbknAXSEwrXbY+sjuXUi3JdYeFO52K9h8Z2LEfjbw9xxnodYFV4CLJ56dtWqwZ7ftpyLFvFMsfSr4+lg2M5a+bQDFBYEpJa6sKynOJQuMWxrBfuXLXy20OSoUmwRFzEDGyU4RssImwd1vA3J++EQIeBgrqW3eJY5nvkYl5dktZKmaz7c91c35kJeaRjSUh60a3TqqUUh8ItjuX4IQAK2LivLZtEEqDJsYwoLC+7A3j/I8CarclsE1lOAikLXSosLWGgIHSTY1krSy9LrzA44C4stWNJYUlIeklzKNzJsZw4BKzflR7xS8Kj92smF30McSYDbLgkuW0iy9GOZbYYuVCuy4VlwCbplcUuEZbm37g05T8yzdWx1MJyc7LbRghJjvo1sGIJhadEtOVcQuEs3OlstPuVlpQL4ox2LCMW7gBdKyzDhsKXuiMUrv/GxWl/xzJXlJZNtVrz92fG5abVu64120gIiY/1Gliel3M2m5Luc9mcbI8WvEszwPln2Ri909GOZVqcceKMFv4xFgCxhKVSar1S6gtKqePm4zI1oZS6Win1daXUd5RS/6WU+r4475kIoUPh3eJYamEZxLF0Eecz41K4k4YpRYQQZ+yh8LTd7PO9Dcdy4jvyuJHCsqPR95duMGk6mQT2U1zH8gMAHjIMYzeAh8yv7cwD+EHDMK4A8DoAv6+Uau/4jtCh8G5zLKcC5FiaP7f3spwdBwY3Jr9thJDkqC8My0B5Lj1hcE2+r+FYjh+SR4bCO5u6Y8lQeKpJwFmOKyzvBnC/+f/7ASwbzWEYxlOGYRw3/38awBkA7e1uGjYUXu2W4h2dYznt//e6ifOZcWkJQQhJL02h8IVG78i00ORYHpZRokOsBO5o6jmWKXPHSTMpcCw3GoYxBgDmo2fXUqXUKwEUAJyI+b7xoGPpTFOOpU8oXIfK7b0sZ8ZZuENI2kl9KLyvISzHD0t+JdNrOhs6lp1BAo6lb7a2UuqLAJx6x3wwzBsppTYD+EsA9xqGUXN5znsBvBcAtm/fHublw2ENAwWhW3IsdRVYKMfS4vqWF4DFCwyFE5J29Plbq6Q0FN4rofBaVXIsD7yr3VtE4pKLX21MVoCVEJaGYdzm9jOl1IRSarNhGGOmcDzj8rwhAJ8B8IuGYXzD473uA3AfABw4cMDw27bIhCneqdXkeX45h6sBfeJXS/6OpdNnOKubo9OxJCTV2EPhxcH2bo8dHQp/6RmgssBRjqsBVoV3BikIhR8EcK/5/3sBPGB/glKqAOAfAXzSMIy/j/l+yZAJkWOpi1O6wbG0/o1RHEs9dYfjHAlJN9ZrYGk+feFJXbzDwp3VA/tYdgYpKN75EIDblVLHAdxufg2l1AGl1MfM57wNwE0Afkgp9YT57+qY7xuPMDmWlUV57IocS8uB5JtjaQrPilVYjskjp+4Qkm6aZoXPpe9mrx3LicMyqWXk8nZvEYkLi3c6gwQcy1gdcQ3DOAfgVofvPwLgPeb//wrAX8V5n8QJUxVeoWPpiNNnWA+FU1gSkmpSXxVuFu+MHwKG93TH9Xe1o3MrcxSWqSYFjmVnEibHsqscS8vfGKWP5cyYhNh61ye/bYSQ5LA6lqkMhZvFOxzluHrIMceyI1iJ4p1VSZiqcB3q7YYVs1VYBpkVDjR/hjMT0sMy4uB6QsgKYV1cpzUUvngBMGos3Fkt5Jlj2RHoBUAMZ7k7FQAdS2fyIRxLpz6WM2NsNURIJ6DngpdmRbylMRSuu9JxRvjqgI5lZ5CP3xaKwtKPeo5lFwhLq5gM7FjacizZaoiQ9KPP34UL8pg2F8kqPigsVwcFs1dq2hYxpJnCgDzG6G3bpcIyTChcO5ZdEArP5qQCEwiQY+nUbmiM4xwJ6QT0+bs4JY+pE5bm9gxsAvqH27stJBmGNgN3fQTYt2zyM0kT/cPAPX8CXPmWyC/RpTmWeupEEGHZRVXhgDizpdnwfSwrS8DCeTqWhHQCmSygMg1hWUjh5B2AhTurjWt+oN1bQIJw9ffH+vUudSyj5Fh2kbAEgvex1J9hvdUQHUtCOoJsQQpkgPTlvWnHkmFwQjqOLhWWUULhXZBjCViaowbsY6mr5mfG5ZGOJSGdQSaf/hxLVoQT0nF0p7BUSnIJ2SB9Ofrv9J0VbnMstbBkjiUhnUE2n95Q+OargZ03ATtvbveWEEJC0p05loAIp1CzwrvEsdROQdgcSzqWhHQW2YKleCdlofA1W4F7H2z3VhBCItCdjiUgq/VAofBudSz9hGVOkv/rOZbj4gL3bWjt9hFCkqFJWKYsFE4I6Vi6WFgGdCyZY+lOttAQ3jPjQP8op+4Q0ilk84BRlf+nLRROCOlYulcFBBaWpnDyc/BWC1pQBhKWxYbrOzMODG5q3XYRQpJFF+AB6QuFE0I6li4WlkFD4YtSPdktTpweu+VXvAOYn6HFsaSwJKRzaBKWdCwJIcnQJWrJgTCOZbeEwYFwjmWu2JxjSWFJSOegF4/ZQmN2OCGExKTLhWVAx7JbCncAS4P0IKHwvPSxrJSA+XMyfo0Q0hloYckwOCEkQbpYWIaoCu9KxzJIKNx0LOtTdygsCekYdCicYXBCSIJ0sbAMURXeTY6ldi8COZYFCktCOpWMKSwLbDVECEmO7hWWGTqWjoRxLHOmsJwZk68pLAnpHBgKJ4S0gO4Vltl8iOKdLnIsQ+VYmn0s6+McKSwJ6RgYCieEtIAuFpZhQuHd6FgGLN6plkVYqgzQP9zabSOEJId2LBkKJ4QkSBcLyzCh8ABh4dXCrluAq74P6Fnj/9xsUfpYzo4DAxuBTLbVW0cISYp6KJzCkhCSHF0sLOlYOrLl5cCb7wsmEnXLphlTWBJCOgfdu5LCkhCSIBSWfnRbjmUYcjrHcgIY3NzurSGEhIGhcEJIC+hiYRlipGM3OZZhqLcbGgcG6VgS0lEwFE4IaQHdO8eLjmV8sgWgNAfMn6VjSUinUa8Kp7AkhCRHFzuWBaAWwLGsdlkfyzBkCyIqAeZYEtJpMBROCGkBXSwsw1SF07F0xPq50LEkpLPI0LEkhCRPFwvLAKFww2COpRc6lAYwx5KQToOhcEJIC+hiYZkHahWgVnN/Tq0CGLVgU2i6Eevnwqk7hHQW9VA4J+8QQpKju4Ul4J1nWVmUR4bCndE3JpUB+kfauy2EkHBwVjghpAV0sbA0L6pe4fDKkjwyFO6MnkjUP9JotkwI6QwYCieEtAAKS68CHjqW3ujPcJBhcEI6Di0sGQonhCRIFwtL86JKxzI6Wlgyv5KQzoOhcEJIC+hiYRkmFE7H0hE6loR0LjtuAK56O7Bhd7u3hBCyiujexLhQoXA6lo5owU1hSUjnsWYr8OaPtnsrCCGrjC52LMOEwulYOqI/QwpLQgghhKCrhSUdy9joPpbMsSSEEEIIKCx9hKV2LAut355OZN3FQK4XGN3b7i0hhBBCSAro4hzLIKFwOpaebNwHfHAMUKrdW0IIIYSQFNC9jmWG7YYSgaKSEEIIISbdKyzZIJ0QQgghJFG6WFjSsSSEEEIISZIuFpYBGqRX2W6IEEIIISQoFJZsN0QIIYQQkghdLCwDhsJVBsh0b/E8IYQQQkhQulhYBpkVvihNwFn5TAghhBDiC4WlX4N05lcSQgghhASii4WlGQqv+eRYMr+SEEIIISQQXSwsg4TC6VgSQgghhASli4WlLt6hY0kIIYQQkgTdKywzWan49nQsS3QsCSGEEEIC0r3CEpBwuF9VOB1LQgghhJBAUFiyKpwQQgghJBG6XFjmAziWFJaEEEIIIUHocmHJUDghhBBCSFJ0ubDMe4fCS7NAoX/ltocQQgghpIPpcmHp41guzQLFwZXbHkIIIYSQDobC0lNYzgCFgZXbHkIIIYSQDqbLhWUeqFacf1ZZknGPRQpLQgghhJAgdLmw9HAsl2blscBQOCGEEEJIELpbWGY82g2VZuSROZaEEEIIIYHobmHpVRWuHUuGwgkhhBBCAtHlwtIrFG46lizeIYQQQggJBIWlm2NZ0o4lQ+GEEEIIIUHocmHpkWO5xBxLQgghhJAwdLmw9AiFa8eSoXBCCCGEkEBQWLoW72jHksKSEEIIISQIXS4svULh7GNJCCGEEBKGLheWBZmu40RpBsj1Atncym4TIYQQQkiH0uXC0qePJcPghBBCCCGB6XJh6dPHkoU7hBBCCCGB6XJhaeZYGsbyn5XoWBJCCCGEhIHCEgBqleU/W5oFikMruz2EEEIIIR1MlwvLgjw6hcNLDIUTQgghhISBwhJwFpYs3iGEEEIICUWXC0szFO5UGc7iHUIIIYSQUHS5sPQKhc9yTjghhBBCSAhiCUul1Hql1BeUUsfNx3Uezx1SSp1SSn0kznsmipuwrFWB8jyFJSGEEEJICOI6lh8A8JBhGLsBPGR+7cavAfhKzPdLFrdQeEmPc2QonBBCCCEkKHGF5d0A7jf/fz+Ae5yepJS6FsBGAJ+P+X7JUncsbcJyaUYeWbxDCCGEEBKYuMJyo2EYYwBgPo7an6CUygD4nwD+W8z3Sh63UPgSHUtCCCGEkLDk/J6glPoigE0OP/pgwPf4MQCfNQzjRaWU33u9F8B7AWD79u0BXz4GfqFwNkgnhBBCCAmMr7A0DOM2t58ppSaUUpsNwxhTSm0GcMbhadcDuFEp9WMABgAUlFKzhmEsy8c0DOM+APcBwIEDBxzmLCZMRgtLu2PJUDghhBBCSFh8haUPBwHcC+BD5uMD9icYhvEO/X+l1A8BOOAkKtuCayjcFJYMhRNCCCGEBCZujuWHANyulDoO4HbzayilDiilPhZ341qObyicwpIQQgghJCixHEvDMM4BuNXh+48AeI/D9z8B4BNx3jNR/Ip3mGNJCCGEEBIYTt4BlgvLEkPhhBBCCCFh6XJh6RIKX5oFMjkgV1z5bSKEEEII6VC6XFh6FO8UBgCf9kiEEEIIIaQBhSXgEAqfZX4lIYQQQkhIulxYmqHwWqX5+0szrAgnhBBCCAlJlwtLD8eShTuEEEIIIaHocmHpMXmHjiUhhBBCSCi6W1hmzDaeTlXhdCwJIYQQQkLR3cJSKQmHs3iHEEIIISQ23S0sAVNYOjiWDIUTQgghhISCwjKbb3YsDUMm7zAUTgghhBASCgpLeyi8PA8YNTqWhBBCCCEhobC0h8KXZuWxONie7SGEEEII6VAoLO2h8JIpLAsUloQQQgghYaCwtIfCl2bkkaFwQgghhJBQUFhm80DVMtJRC0sW7xBCCCGEhILC0u5YlphjSQghhBASBQrLjC3HksU7hBBCCCGRoLDM5purwksMhRNCCCGERIHCksU7hBBCCCGJQGG5TFjOAlBAvr9tm0QIIYQQ0olQWC4Lhc9KGDzDj4YQQgghJAxUT06hcIbBCSGEEEJCQ2G5bKTjDAt3CCGEEEIiQGHpNNKRjiUhhBBCSGgoLJ2Kd9jDkhBCCCEkNBSW2QJQs4x0LM0CBQpLQgghhJCwUFjaQ+Es3iGEEEIIiQSFpZOwZPEOIYQQQkhoKCyzBcCoAbWqfF1ijiUhhBBCSBRy7d6AtpPNy2O1BNSy8shQOCGEEEJIaCgsswV5rJYariWLdwghhBBCQkNhWReWZQmDA3QsCSGEEEIiwBxLayh8SQtLOpaEEEIIIWGhsLSGwrVjyapwQgghhJDQUFhaQ+F0LAkhhBBCIkNhWQ+Fl4HSjPyfjiUhhBBCSGgoLK2h8CVTWNKxJIQQQggJDYWl1bFcYlU4IYQQQkhUKCwzlqrwevEOHUtCCCGEkLBQWNpD4bkeIMv2noQQQgghYaGwbKoKn2F+JSGEEEJIRCgss7ZQOCvCCSGEEEIiQWHZFAqfZeEOIYQQQkhEKCyb+ljOsnCHEEIIISQiFJZNjuU0HUtCCCGEkIhQWC4LhdOxJIQQQgiJAoWlDoXXKizeIYQQQgiJAYUlHUtCCCGEkESgsNTCsrwIlOfoWBJCCCGERITCUofCF87LIx1LQgghhJBIUFgqBWRywMJL8jWrwgkhhBBCIkFhCUg4fN4UlgyFE0IIIYREgsISkHB43bFkKJwQQgghJAoUloDpWJ6T/1NYEkIIIYREgsISYCicEEIIISQBKCwBCYUvTsn/WbxDCCGEEBIJCkvA7GVpyP8LDIUTQgghhESBwhJoNEkHmGNJCCGEEBIRCkug0SQ9kwNyxfZuCyGEEEJIh0JhCQAZU1gWBqRhOiGEEEIICQ2FJdAIhTMMTgghhBASGQpLoBEKZ6shQgghhJDIUFgCdCwJIYQQQhKAwhJoOJbsYUkIIYQQEhkKS6DhWDIUTgghhBASGQpLgKFwQgghhJAEoLAELKFwCktCCCGEkKhQWAIMhRNCCCGEJACFJWAJhVNYEkIIIYREhcISYB9LQgghhJAEoLAELDmWQ+3dDkIIIYSQDobCEmAonBBCCCEkASgsAYbCCSGEEEISgMISoGNJCCGEEJIAFJaARVgyx5IQQgghJCoUlgDQux5QWXkkhBBCCCGRyMX5ZaXUegD/G8DFAJ4D8DbDMM47PG87gI8BuAiAAeBOwzCei/PeiXLFPcDGK4D+De3eEkIIIYSQjiWuY/kBAA8ZhrEbwEPm1058EsDvGIaxF8ArAZyJ+b7Jks0DG/e1eysIIYQQQjqauMLybgD3m/+/H8A99icopfYByBmG8QUAMAxj1jCM+ZjvSwghhBBCUkZcYbnRMIwxADAfRx2ecxmAC0qpTyulHldK/Y5SKhvzfQkhhBBCSMrwzbFUSn0RwCaHH30wxHvcCODlAF6A5GT+EICPO7zXewG8FwC2b98e8OUJIYQQQkga8BWWhmHc5vYzpdSEUmqzYRhjSqnNcM6dPAngccMwnjF/558AvAoOwtIwjPsA3AcABw4cMIL9CYQQQgghJA3EDYUfBHCv+f97ATzg8JxvAVinlBoxv34NgCMx35cQQgghhKSMuMLyQwBuV0odB3C7+TWUUgeUUh8DAMMwqgB+FsBDSqlDABSAP4v5voQQQgghJGXE6mNpGMY5ALc6fP8RAO+xfP0FAFfFeS9CCCGEEJJuOHmHEEIIIYQkAoUlIYQQQghJBApLQgghhBCSCBSWhBBCCCEkESgsCSGEEEJIIlBYEkIIIYSQRKCwJIQQQgghiUBhSQghhBBCEoHCkhBCCCGEJAKFJSGEEEIISQQKS0IIIYQQkggUloQQQgghJBEoLAkhhBBCSCIowzDavQ2OKKVmABxr93aQyAwDONvujSCR4f7rXLjvOhvuv85lte+7HYZhjPg9KbcSWxKRY4ZhHGj3RpBoKKUe4f7rXLj/Ohfuu86G+69z4b4TGAonhBBCCCGJQGFJCCGEEEISIc3C8r52bwCJBfdfZ8P917lw33U23H+dC/cdUly8QwghhBBCOos0O5aEEEIIIaSDSKWwVEq9Til1TCn1tFLqA+3eHuKOUuoipdSXlFJHlVLfUUr9pPn99UqpLyiljpuP69q9rcQdpVRWKfW4Uuqfza93KqUeNvff/1ZKFdq9jcQZpdRapdSnlFJPmufh9Tz/OgOl1E+b183DSqm/VUr18NxLL0qpP1dKnVFKHbZ8z/FcU8L/MnXMfymlrmnflq8sqROWSqksgD8CcAeAfQD+L6XUvvZuFfGgAuBnDMPYC+BVAH7c3F8fAPCQYRi7ATxkfk3Sy08COGr5+n8A+D1z/50H8MNt2SoShD8A8C+GYVwO4GWQ/cjzL+UopbYC+AkABwzDuBJAFsDbwXMvzXwCwOts33M71+4AsNv8914Af7JC29h2UicsAbwSwNOGYTxjGEYJwN8BuLvN20RcMAxjzDCMx8z/z0Bualsh++x+82n3A7inPVtI/FBKbQPwegAfM79WAF4D4FPmU7j/UopSagjATQA+DgCGYZQMw7gAnn+dQg5Ar1IqB6APwBh47qUWwzC+CuAl27fdzrW7AXzSEL4BYK1SavPKbGl7SaOw3ArgRcvXJ83vkZSjlLoYwMsBPAxgo2EYY4CITwCj7dsy4sPvA/g5ADXz6w0ALhiGUTG/5jmYXnYBmATwF2Yqw8eUUv3g+Zd6DMM4BeB3AbwAEZRTAB4Fz71Ow+1c61otk0ZhqRy+x9L1lKOUGgDwDwB+yjCM6XZvDwmGUuoNAM4YhvGo9dsOT+U5mE5yAK4B8CeGYbwcwBwY9u4IzFy8uwHsBLAFQD8kfGqH515n0rXX0TQKy5MALrJ8vQ3A6TZtCwmAUioPEZV/bRjGp81vT2jb33w8067tI57cAOAupdRzkLST10AczLVmeA7gOZhmTgI4aRjGw+bXn4IITZ5/6ec2AM8ahjFpGEYZwKcBfBd47nUabuda12qZNArLbwHYbVbGFSDJzAfbvE3EBTMf7+MAjhqG8WHLjw4CuNf8/70AHljpbSP+GIbx84ZhbDMM42LIufZvhmG8A8CXAHyv+TTuv5RiGMY4gBeVUnvMb90K4Ah4/nUCLwB4lVKqz7yO6n3Hc6+zcDvXDgL4QbM6/FUApnTIfLWTygbpSqk7Ia5JFsCfG4bxG23eJOKCUurVAP4dwCE0cvR+AZJn+X8AbIdcQN9qGIY96ZmkCKXULQB+1jCMNyildkEczPUAHgfwTsMwltq5fcQZpdTVkMKrAoBnALwLYhrw/Es5SqlfAfB9kO4ajwN4DyQPj+deClFK/S2AWwAMA5gA8N8B/BMczjVzsfARSBX5PIB3GYbxSDu2e6VJpbAkhBBCCCGdRxpD4YQQQgghpAOhsCSEEEIIIYlAYUkIIYQQQhKBwpIQQgghhCQChSUhhBBCCEkECktCCCGEEJIIFJaEEEIIISQRKCwJIYQQQkgi/P9IdVNNiGuqVAAAAABJRU5ErkJggg==\n"
            ],
            "text/plain": [
              "<Figure size 792x648 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 9,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Forecasting and predicting stocks volume\n",
        "model = ARMA(dataset[\"Volume\"].diff().iloc[1:].values, order=(3,3))\n",
        "result = model.fit()\n",
        "print(result.summary())\n",
        "print(\"μ={}, ϕ={}, θ={}\".format(result.params[0],result.params[1],result.params[2]))\n",
        "result.plot_predict(start=1000, end=1100)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                              ARMA Model Results                              \n",
            "==============================================================================\n",
            "Dep. Variable:                      y   No. Observations:                 3018\n",
            "Model:                     ARMA(3, 3)   Log Likelihood              -54687.701\n",
            "Method:                       css-mle   S.D. of innovations       17918227.155\n",
            "Date:                Sat, 03 Aug 2019   AIC                         109391.403\n",
            "Time:                        14:06:31   BIC                         109439.501\n",
            "Sample:                             0   HQIC                        109408.698\n",
            "                                                                              \n",
            "==============================================================================\n",
            "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const       2.024e+04   2.78e+04      0.728      0.466   -3.42e+04    7.47e+04\n",
            "ar.L1.y       -0.1433      0.241     -0.594      0.553      -0.616       0.330\n",
            "ar.L2.y       -0.1441      0.159     -0.909      0.364      -0.455       0.167\n",
            "ar.L3.y        0.2779      0.084      3.295      0.001       0.113       0.443\n",
            "ma.L1.y       -0.3256      0.245     -1.327      0.185      -0.806       0.155\n",
            "ma.L2.y       -0.1637      0.214     -0.765      0.444      -0.583       0.256\n",
            "ma.L3.y       -0.4256      0.174     -2.440      0.015      -0.768      -0.084\n",
            "                                    Roots                                    \n",
            "=============================================================================\n",
            "                  Real          Imaginary           Modulus         Frequency\n",
            "-----------------------------------------------------------------------------\n",
            "AR.1           -0.6654           -1.2259j            1.3949           -0.3291\n",
            "AR.2           -0.6654           +1.2259j            1.3949            0.3291\n",
            "AR.3            1.8493           -0.0000j            1.8493           -0.0000\n",
            "MA.1            1.0427           -0.0000j            1.0427           -0.0000\n",
            "MA.2           -0.7137           -1.3206j            1.5011           -0.3289\n",
            "MA.3           -0.7137           +1.3206j            1.5011            0.3289\n",
            "-----------------------------------------------------------------------------\n",
            "μ=20238.469184890855, ϕ=-0.143276085302726, θ=-0.14408056234573763\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              "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\n"
            ],
            "text/plain": [
              "<Figure size 792x648 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 10,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import mean_squared_error\n",
        "\n",
        "rmse = math.sqrt(mean_squared_error(dataset[\"Volume\"].diff().iloc[1000:1101].values, result.predict(start=1000,end=1100)))\n",
        "print(\"The root mean squared error is {}.\".format(rmse))"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The root mean squared error is 14284979.34203658.\n"
          ]
        }
      ],
      "execution_count": 11,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## ARIMA models"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "from statsmodels.tsa.arima_model import ARIMA\n",
        "\n",
        "# Predicting the stocks volume\n",
        "rcParams['figure.figsize'] = 16, 6\n",
        "model = ARIMA(dataset[\"Volume\"].diff().iloc[1:].values, order=(2,1,0))\n",
        "result = model.fit()\n",
        "print(result.summary())\n",
        "result.plot_predict(start=700, end=1000)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                             ARIMA Model Results                              \n",
            "==============================================================================\n",
            "Dep. Variable:                    D.y   No. Observations:                 3017\n",
            "Model:                 ARIMA(2, 1, 0)   Log Likelihood              -55593.924\n",
            "Method:                       css-mle   S.D. of innovations       24344581.840\n",
            "Date:                Sat, 03 Aug 2019   AIC                         111195.848\n",
            "Time:                        14:06:32   BIC                         111219.896\n",
            "Sample:                             1   HQIC                        111204.496\n",
            "                                                                              \n",
            "==============================================================================\n",
            "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const      -5545.9397   1.99e+05     -0.028      0.978   -3.96e+05    3.84e+05\n",
            "ar.L1.D.y     -0.7837      0.016    -48.049      0.000      -0.816      -0.752\n",
            "ar.L2.D.y     -0.4440      0.016    -27.233      0.000      -0.476      -0.412\n",
            "                                    Roots                                    \n",
            "=============================================================================\n",
            "                  Real          Imaginary           Modulus         Frequency\n",
            "-----------------------------------------------------------------------------\n",
            "AR.1           -0.8825           -1.2138j            1.5007           -0.3500\n",
            "AR.2           -0.8825           +1.2138j            1.5007            0.3500\n",
            "-----------------------------------------------------------------------------\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              "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\n"
            ],
            "text/plain": [
              "<Figure size 1152x432 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 12,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "rmse = math.sqrt(mean_squared_error(dataset[\"Volume\"].diff().iloc[700:1001].values, result.predict(start=700,end=1000)))\n",
        "print(\"The root mean squared error is {}.\".format(rmse))"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The root mean squared error is 30906449.48600048.\n"
          ]
        }
      ],
      "execution_count": 13,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    }
  ],
  "metadata": {
    "kernel_info": {
      "name": "python3"
    },
    "language_info": {
      "mimetype": "text/x-python",
      "pygments_lexer": "ipython3",
      "version": "3.5.5",
      "codemirror_mode": {
        "version": 3,
        "name": "ipython"
      },
      "file_extension": ".py",
      "nbconvert_exporter": "python",
      "name": "python"
    },
    "kernelspec": {
      "name": "python3",
      "language": "python",
      "display_name": "Python 3"
    },
    "nteract": {
      "version": "0.14.5"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}